{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 前言\n",
    "\n",
    "《【Python金融量化】上市公司知多少？》一文对A股上市公司的基本概况做了一个简要的可视化分析，延续那篇文章，本文将继续介绍基于tushare获取数据，使用python进行数据清洗、特征分组和排序，一步步筛选出符合设定条件的股票组合。\n",
    "\n",
    "#### 指导逻辑\n",
    "\n",
    "选股涉及两个方面，一是公司分析，包括财务状况、发展潜力和成长性等，这方面是俗称的基本面分析，可以参考的资料已经汗牛充栋；二是股票分析。\n",
    "股票分析主要回答三个问题：  \n",
    "（1）如何判断一只股票有投资价值？  \n",
    "（2）如何从股票池中选出符合自己认为有价值的股票？  \n",
    "（3）选出合适的股票后如何构建投资组合并动态调整？  \n",
    "\n",
    "总体思维：多层次多角度分析  \n",
    "多角度保证在市场大方向上看对的正确率尽可能增加，多层次可以和多角度相互验证，获取超额收益。  \n",
    "通过自上而下的分析框架确定投资方向，选择符合投资方向的最优标的。  \n",
    "\n",
    "操作思路：根据股票基本面指标进行排序，通过设置参数和过滤值筛选投资标的，具体指标包括市盈率、市净率、流通股本、总市值、每股公积金、每股收益、收入同比、利润同比、毛利率、净利润率等。\n",
    "\n",
    "\n",
    "#### 敬告\n",
    "本文不详细展开对股市投资逻辑和选股策略的理解，主要介绍基于python如何一步步筛选出符合自己设定要求的股票组合，希望能起到抛砖引玉的作用。\n",
    "文中提及股票和选股思路不构成投资建议或交易策略。交易有风险，入市需谨慎！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 前期准备\n",
    "#### 导入需要的包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#先引入后面可能用到的包（package）\n",
    "import pandas as pd  \n",
    "import numpy as np\n",
    "from scipy import stats\n",
    "import tushare as ts \n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline   \n",
    "\n",
    "#正常显示画图时出现的中文和负号\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 数据获取\n",
    "基于tushare开源包获取A股基本面和交易数据。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Getting data:]############################################################"
     ]
    }
   ],
   "source": [
    "#基本面数据\n",
    "basics_data=ts.get_stock_basics()\n",
    "#时间默认为当前交易日的上一个交易日\n",
    "#交易数据\n",
    "trade_data=ts.get_today_all()\n",
    "#时间默认为当前交易日的上一个交易日"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>industry</th>\n",
       "      <th>area</th>\n",
       "      <th>pe</th>\n",
       "      <th>outstanding</th>\n",
       "      <th>totals</th>\n",
       "      <th>totalAssets</th>\n",
       "      <th>liquidAssets</th>\n",
       "      <th>fixedAssets</th>\n",
       "      <th>reserved</th>\n",
       "      <th>...</th>\n",
       "      <th>bvps</th>\n",
       "      <th>pb</th>\n",
       "      <th>timeToMarket</th>\n",
       "      <th>undp</th>\n",
       "      <th>perundp</th>\n",
       "      <th>rev</th>\n",
       "      <th>profit</th>\n",
       "      <th>gpr</th>\n",
       "      <th>npr</th>\n",
       "      <th>holders</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>600035</th>\n",
       "      <td>楚天高速</td>\n",
       "      <td>路桥</td>\n",
       "      <td>湖北</td>\n",
       "      <td>11.49</td>\n",
       "      <td>15.27</td>\n",
       "      <td>17.28</td>\n",
       "      <td>1076654.25</td>\n",
       "      <td>167482.17</td>\n",
       "      <td>58697.19</td>\n",
       "      <td>135630.63</td>\n",
       "      <td>...</td>\n",
       "      <td>3.63</td>\n",
       "      <td>1.20</td>\n",
       "      <td>20040310</td>\n",
       "      <td>225072.09</td>\n",
       "      <td>1.30</td>\n",
       "      <td>20.81</td>\n",
       "      <td>1.61</td>\n",
       "      <td>39.71</td>\n",
       "      <td>22.33</td>\n",
       "      <td>68217.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600226</th>\n",
       "      <td>瀚叶股份</td>\n",
       "      <td>农药化肥</td>\n",
       "      <td>浙江</td>\n",
       "      <td>50.51</td>\n",
       "      <td>19.93</td>\n",
       "      <td>31.39</td>\n",
       "      <td>532053.19</td>\n",
       "      <td>178304.38</td>\n",
       "      <td>43936.78</td>\n",
       "      <td>32427.44</td>\n",
       "      <td>...</td>\n",
       "      <td>1.41</td>\n",
       "      <td>3.25</td>\n",
       "      <td>19991116</td>\n",
       "      <td>74645.61</td>\n",
       "      <td>0.24</td>\n",
       "      <td>-28.02</td>\n",
       "      <td>-3.02</td>\n",
       "      <td>43.55</td>\n",
       "      <td>29.95</td>\n",
       "      <td>33932.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002011</th>\n",
       "      <td>盾安环境</td>\n",
       "      <td>工程机械</td>\n",
       "      <td>浙江</td>\n",
       "      <td>107.07</td>\n",
       "      <td>8.41</td>\n",
       "      <td>9.17</td>\n",
       "      <td>1188420.38</td>\n",
       "      <td>529358.88</td>\n",
       "      <td>175676.13</td>\n",
       "      <td>211654.70</td>\n",
       "      <td>...</td>\n",
       "      <td>2.43</td>\n",
       "      <td>2.65</td>\n",
       "      <td>20040705</td>\n",
       "      <td>123072.81</td>\n",
       "      <td>1.34</td>\n",
       "      <td>15.06</td>\n",
       "      <td>-28.73</td>\n",
       "      <td>14.74</td>\n",
       "      <td>0.61</td>\n",
       "      <td>71700.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        name industry area      pe  outstanding  totals  totalAssets  \\\n",
       "code                                                                   \n",
       "600035  楚天高速       路桥   湖北   11.49        15.27   17.28   1076654.25   \n",
       "600226  瀚叶股份     农药化肥   浙江   50.51        19.93   31.39    532053.19   \n",
       "002011  盾安环境     工程机械   浙江  107.07         8.41    9.17   1188420.38   \n",
       "\n",
       "        liquidAssets  fixedAssets   reserved   ...     bvps    pb  \\\n",
       "code                                           ...                  \n",
       "600035     167482.17     58697.19  135630.63   ...     3.63  1.20   \n",
       "600226     178304.38     43936.78   32427.44   ...     1.41  3.25   \n",
       "002011     529358.88    175676.13  211654.70   ...     2.43  2.65   \n",
       "\n",
       "        timeToMarket       undp  perundp    rev  profit    gpr    npr  holders  \n",
       "code                                                                            \n",
       "600035      20040310  225072.09     1.30  20.81    1.61  39.71  22.33  68217.0  \n",
       "600226      19991116   74645.61     0.24 -28.02   -3.02  43.55  29.95  33932.0  \n",
       "002011      20040705  123072.81     1.34  15.06  -28.73  14.74   0.61  71700.0  \n",
       "\n",
       "[3 rows x 22 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#了解数据1\n",
    "basics_data.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "各变量名称含义：code,代码；\n",
    "name,名称；\n",
    "industry,细分行业；\n",
    "area,地区；\n",
    "pe,市盈率；\n",
    "outstanding,流通股本；\n",
    "totals,总股本(万)；\n",
    "totalAssets,总资产(万)；\n",
    "liquidAssets,流动资产；\n",
    "fixedAssets,固定资产；\n",
    "reserved,公积金；\n",
    "reservedPerShare,每股公积金；\n",
    "eps,每股收益；\n",
    "bvps,每股净资；\n",
    "pb,市净率；\n",
    "timeToMarket,上市日期；\n",
    "undp 未分配利润；\n",
    "perundp 每股未分配；\n",
    "rev 收入同比（%）；\n",
    "profit 利润同比（%）；\n",
    "gpr 毛利率（%）；\n",
    "npr 净利润率（%）；\n",
    "holders_num 股东人数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>name</th>\n",
       "      <th>changepercent</th>\n",
       "      <th>trade</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>settlement</th>\n",
       "      <th>volume</th>\n",
       "      <th>turnoverratio</th>\n",
       "      <th>amount</th>\n",
       "      <th>per</th>\n",
       "      <th>pb</th>\n",
       "      <th>mktcap</th>\n",
       "      <th>nmc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>603999</td>\n",
       "      <td>读者传媒</td>\n",
       "      <td>1.070</td>\n",
       "      <td>6.61</td>\n",
       "      <td>6.52</td>\n",
       "      <td>6.80</td>\n",
       "      <td>6.46</td>\n",
       "      <td>6.54</td>\n",
       "      <td>17945139.0</td>\n",
       "      <td>3.11548</td>\n",
       "      <td>119326787.0</td>\n",
       "      <td>50.458</td>\n",
       "      <td>2.242</td>\n",
       "      <td>380736.00000</td>\n",
       "      <td>380736.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>603998</td>\n",
       "      <td>方盛制药</td>\n",
       "      <td>-3.017</td>\n",
       "      <td>6.43</td>\n",
       "      <td>6.62</td>\n",
       "      <td>6.65</td>\n",
       "      <td>6.35</td>\n",
       "      <td>6.63</td>\n",
       "      <td>6847435.0</td>\n",
       "      <td>1.61042</td>\n",
       "      <td>44764170.0</td>\n",
       "      <td>45.929</td>\n",
       "      <td>2.646</td>\n",
       "      <td>280748.40896</td>\n",
       "      <td>273401.49096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>603997</td>\n",
       "      <td>继峰股份</td>\n",
       "      <td>-2.343</td>\n",
       "      <td>9.17</td>\n",
       "      <td>9.39</td>\n",
       "      <td>9.48</td>\n",
       "      <td>9.15</td>\n",
       "      <td>9.39</td>\n",
       "      <td>3544981.0</td>\n",
       "      <td>0.56270</td>\n",
       "      <td>33055482.0</td>\n",
       "      <td>19.935</td>\n",
       "      <td>3.227</td>\n",
       "      <td>586341.90440</td>\n",
       "      <td>577710.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     code  name  changepercent  trade  open  high   low  settlement  \\\n",
       "0  603999  读者传媒          1.070   6.61  6.52  6.80  6.46        6.54   \n",
       "1  603998  方盛制药         -3.017   6.43  6.62  6.65  6.35        6.63   \n",
       "2  603997  继峰股份         -2.343   9.17  9.39  9.48  9.15        9.39   \n",
       "\n",
       "       volume  turnoverratio       amount     per     pb        mktcap  \\\n",
       "0  17945139.0        3.11548  119326787.0  50.458  2.242  380736.00000   \n",
       "1   6847435.0        1.61042   44764170.0  45.929  2.646  280748.40896   \n",
       "2   3544981.0        0.56270   33055482.0  19.935  3.227  586341.90440   \n",
       "\n",
       "            nmc  \n",
       "0  380736.00000  \n",
       "1  273401.49096  \n",
       "2  577710.00000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#了解数据2\n",
    "trade_data.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "各变量含义：代码，名称，涨跌幅，现价，开盘价，最高价，最低价，昨日收盘价，成交量，换手率，成交额，市盈率，市净率，总市值，流通市值"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 数据清洗\n",
    "数据清洗过程大致包含：选择子集、列名重命名、缺失数据处理、数据类型转换、数据排序、异常值处理等。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>简称</th>\n",
       "      <th>流通股</th>\n",
       "      <th>市盈率</th>\n",
       "      <th>市净率</th>\n",
       "      <th>每股收益</th>\n",
       "      <th>每股公积</th>\n",
       "      <th>收入同比</th>\n",
       "      <th>利润同比</th>\n",
       "      <th>毛利率</th>\n",
       "      <th>净利率</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>600035</th>\n",
       "      <td>楚天高速</td>\n",
       "      <td>15.27</td>\n",
       "      <td>11.49</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.284</td>\n",
       "      <td>0.78</td>\n",
       "      <td>20.81</td>\n",
       "      <td>1.61</td>\n",
       "      <td>39.71</td>\n",
       "      <td>22.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600226</th>\n",
       "      <td>瀚叶股份</td>\n",
       "      <td>19.93</td>\n",
       "      <td>50.51</td>\n",
       "      <td>3.25</td>\n",
       "      <td>0.068</td>\n",
       "      <td>0.10</td>\n",
       "      <td>-28.02</td>\n",
       "      <td>-3.02</td>\n",
       "      <td>43.55</td>\n",
       "      <td>29.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002011</th>\n",
       "      <td>盾安环境</td>\n",
       "      <td>8.41</td>\n",
       "      <td>107.07</td>\n",
       "      <td>2.65</td>\n",
       "      <td>0.045</td>\n",
       "      <td>2.31</td>\n",
       "      <td>15.06</td>\n",
       "      <td>-28.73</td>\n",
       "      <td>14.74</td>\n",
       "      <td>0.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000839</th>\n",
       "      <td>中信国安</td>\n",
       "      <td>39.19</td>\n",
       "      <td>3655.40</td>\n",
       "      <td>3.75</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.39</td>\n",
       "      <td>-7.12</td>\n",
       "      <td>-97.80</td>\n",
       "      <td>14.93</td>\n",
       "      <td>0.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000609</th>\n",
       "      <td>中迪投资</td>\n",
       "      <td>2.92</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.29</td>\n",
       "      <td>-0.021</td>\n",
       "      <td>0.16</td>\n",
       "      <td>-91.88</td>\n",
       "      <td>-105.16</td>\n",
       "      <td>21.97</td>\n",
       "      <td>-32.38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          简称    流通股      市盈率   市净率   每股收益  每股公积   收入同比    利润同比    毛利率    净利率\n",
       "code                                                                        \n",
       "600035  楚天高速  15.27    11.49  1.20  0.284  0.78  20.81    1.61  39.71  22.33\n",
       "600226  瀚叶股份  19.93    50.51  3.25  0.068  0.10 -28.02   -3.02  43.55  29.95\n",
       "002011  盾安环境   8.41   107.07  2.65  0.045  2.31  15.06  -28.73  14.74   0.61\n",
       "000839  中信国安  39.19  3655.40  3.75  0.001  0.39  -7.12  -97.80  14.93   0.18\n",
       "000609  中迪投资   2.92     0.00  1.29 -0.021  0.16 -91.88 -105.16  21.97 -32.38"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#选择子集和为变量重命名\n",
    "#基本面数据包含的变量22列，交易数据15列，只保留后面分析要用到的几个指标\n",
    "#保留code、name、流通股本、市盈率、市净率、每股收益\n",
    "#每股公积、收入同比、利润同比、毛利率、净利率\n",
    "#流通市值、收盘价、总市值\n",
    "\n",
    "#基本面数据清洗\n",
    "col=['name','outstanding','pe','pb','esp',\n",
    "     'reservedPerShare','rev','profit','gpr','npr']\n",
    "newcol=['简称','流通股','市盈率','市净率','每股收益','每股公积',\n",
    "        '收入同比','利润同比','毛利率','净利率']\n",
    "d=dict(zip(col,newcol))\n",
    "b_data=basics_data.loc[:,col]\n",
    "b_data.rename(columns=d,inplace=True)\n",
    "b_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>收盘价</th>\n",
       "      <th>总市值</th>\n",
       "      <th>流通市值</th>\n",
       "      <th>成交量</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>603999</th>\n",
       "      <td>6.61</td>\n",
       "      <td>38.073600</td>\n",
       "      <td>38.073600</td>\n",
       "      <td>17945139.0</td>\n",
       "      <td>3.11548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603998</th>\n",
       "      <td>6.43</td>\n",
       "      <td>28.074841</td>\n",
       "      <td>27.340149</td>\n",
       "      <td>6847435.0</td>\n",
       "      <td>1.61042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603997</th>\n",
       "      <td>9.17</td>\n",
       "      <td>58.634190</td>\n",
       "      <td>57.771000</td>\n",
       "      <td>3544981.0</td>\n",
       "      <td>0.56270</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         收盘价        总市值       流通市值         成交量      换手率\n",
       "code                                                   \n",
       "603999  6.61  38.073600  38.073600  17945139.0  3.11548\n",
       "603998  6.43  28.074841  27.340149   6847435.0  1.61042\n",
       "603997  9.17  58.634190  57.771000   3544981.0  0.56270"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#交易数据清洗\n",
    "##当前股价,如果停牌则设置当前价格为上一个交易日股价 \n",
    "trade_data['trade'] = trade_data.apply(lambda x:x.settlement if x.trade==0 else x.trade, axis=1) \n",
    "#选取股票代码,名称,当前价格,总市值,流通市值 \n",
    "t_data = trade_data.loc[:,['code', 'trade', 'mktcap', 'nmc','volume','turnoverratio']] \n",
    "#设置行情数据code为index列 \n",
    "t_data = t_data.set_index('code') \n",
    "t_data.rename(columns={'trade':'收盘价','mktcap':'总市值','nmc':'流通市值',\n",
    "                       'volume':'成交量','turnoverratio':'换手率'},inplace=True)\n",
    "#将总市值和流通值换成亿元单位\n",
    "t_data['总市值'] = t_data['总市值'] / 10000 \n",
    "t_data['流通市值'] = t_data['流通市值'] / 10000 \n",
    "t_data.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>简称</th>\n",
       "      <th>流通股</th>\n",
       "      <th>市盈率</th>\n",
       "      <th>市净率</th>\n",
       "      <th>每股收益</th>\n",
       "      <th>每股公积</th>\n",
       "      <th>收入同比</th>\n",
       "      <th>利润同比</th>\n",
       "      <th>毛利率</th>\n",
       "      <th>净利率</th>\n",
       "      <th>收盘价</th>\n",
       "      <th>总市值</th>\n",
       "      <th>流通市值</th>\n",
       "      <th>成交量</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>000001</th>\n",
       "      <td>平安银行</td>\n",
       "      <td>171.70</td>\n",
       "      <td>8.56</td>\n",
       "      <td>0.96</td>\n",
       "      <td>1.390</td>\n",
       "      <td>3.29</td>\n",
       "      <td>10.33</td>\n",
       "      <td>7.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21.26</td>\n",
       "      <td>12.37</td>\n",
       "      <td>2123.979886</td>\n",
       "      <td>2123.959526</td>\n",
       "      <td>126942716.0</td>\n",
       "      <td>0.73932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000002</th>\n",
       "      <td>万 科Ａ</td>\n",
       "      <td>97.15</td>\n",
       "      <td>16.46</td>\n",
       "      <td>2.19</td>\n",
       "      <td>1.267</td>\n",
       "      <td>0.80</td>\n",
       "      <td>50.32</td>\n",
       "      <td>26.09</td>\n",
       "      <td>34.76</td>\n",
       "      <td>7.94</td>\n",
       "      <td>27.81</td>\n",
       "      <td>3069.988171</td>\n",
       "      <td>2701.788789</td>\n",
       "      <td>79146059.0</td>\n",
       "      <td>0.81466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000004</th>\n",
       "      <td>国农科技</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.95</td>\n",
       "      <td>-0.031</td>\n",
       "      <td>0.01</td>\n",
       "      <td>260.83</td>\n",
       "      <td>52.31</td>\n",
       "      <td>82.43</td>\n",
       "      <td>-1.01</td>\n",
       "      <td>19.60</td>\n",
       "      <td>16.459430</td>\n",
       "      <td>16.270584</td>\n",
       "      <td>1690148.0</td>\n",
       "      <td>2.03600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          简称     流通股    市盈率    市净率   每股收益  每股公积    收入同比   利润同比    毛利率    净利率  \\\n",
       "code                                                                           \n",
       "000001  平安银行  171.70   8.56   0.96  1.390  3.29   10.33   7.02   0.00  21.26   \n",
       "000002  万 科Ａ   97.15  16.46   2.19  1.267  0.80   50.32  26.09  34.76   7.94   \n",
       "000004  国农科技    0.83   0.00  12.95 -0.031  0.01  260.83  52.31  82.43  -1.01   \n",
       "\n",
       "          收盘价          总市值         流通市值          成交量      换手率  \n",
       "code                                                           \n",
       "000001  12.37  2123.979886  2123.959526  126942716.0  0.73932  \n",
       "000002  27.81  3069.988171  2701.788789   79146059.0  0.81466  \n",
       "000004  19.60    16.459430    16.270584    1690148.0  2.03600  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#合并两个数据表 \n",
    "data = b_data.merge(t_data, left_index=True, right_index=True) \n",
    "data.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>流通股</th>\n",
       "      <th>市盈率</th>\n",
       "      <th>市净率</th>\n",
       "      <th>每股收益</th>\n",
       "      <th>每股公积</th>\n",
       "      <th>收入同比</th>\n",
       "      <th>利润同比</th>\n",
       "      <th>毛利率</th>\n",
       "      <th>净利率</th>\n",
       "      <th>收盘价</th>\n",
       "      <th>总市值</th>\n",
       "      <th>流通市值</th>\n",
       "      <th>成交量</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3656.00</td>\n",
       "      <td>3656.00</td>\n",
       "      <td>3656.00</td>\n",
       "      <td>3656.00</td>\n",
       "      <td>3656.00</td>\n",
       "      <td>3656.00</td>\n",
       "      <td>3656.00</td>\n",
       "      <td>3656.00</td>\n",
       "      <td>3656.00</td>\n",
       "      <td>3656.00</td>\n",
       "      <td>3656.00</td>\n",
       "      <td>3656.00</td>\n",
       "      <td>3.656000e+03</td>\n",
       "      <td>3656.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>13.67</td>\n",
       "      <td>86.56</td>\n",
       "      <td>5.25</td>\n",
       "      <td>0.33</td>\n",
       "      <td>1.93</td>\n",
       "      <td>24.03</td>\n",
       "      <td>22.40</td>\n",
       "      <td>29.04</td>\n",
       "      <td>-3.39</td>\n",
       "      <td>14.56</td>\n",
       "      <td>167.79</td>\n",
       "      <td>121.52</td>\n",
       "      <td>2.948396e+07</td>\n",
       "      <td>4.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>84.44</td>\n",
       "      <td>331.62</td>\n",
       "      <td>57.93</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1.76</td>\n",
       "      <td>142.49</td>\n",
       "      <td>568.20</td>\n",
       "      <td>23.60</td>\n",
       "      <td>404.51</td>\n",
       "      <td>19.19</td>\n",
       "      <td>730.23</td>\n",
       "      <td>527.76</td>\n",
       "      <td>5.345324e+07</td>\n",
       "      <td>5.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-404.75</td>\n",
       "      <td>-4.56</td>\n",
       "      <td>-1.18</td>\n",
       "      <td>-100.14</td>\n",
       "      <td>-6472.94</td>\n",
       "      <td>-779.78</td>\n",
       "      <td>-17764.19</td>\n",
       "      <td>0.77</td>\n",
       "      <td>2.65</td>\n",
       "      <td>2.65</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.93</td>\n",
       "      <td>16.68</td>\n",
       "      <td>1.69</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-21.91</td>\n",
       "      <td>16.43</td>\n",
       "      <td>2.79</td>\n",
       "      <td>6.08</td>\n",
       "      <td>31.89</td>\n",
       "      <td>21.73</td>\n",
       "      <td>5.732009e+06</td>\n",
       "      <td>1.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4.67</td>\n",
       "      <td>30.61</td>\n",
       "      <td>2.57</td>\n",
       "      <td>0.22</td>\n",
       "      <td>1.50</td>\n",
       "      <td>11.96</td>\n",
       "      <td>9.73</td>\n",
       "      <td>26.24</td>\n",
       "      <td>7.66</td>\n",
       "      <td>9.90</td>\n",
       "      <td>53.50</td>\n",
       "      <td>39.88</td>\n",
       "      <td>1.384554e+07</td>\n",
       "      <td>3.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>9.93</td>\n",
       "      <td>57.29</td>\n",
       "      <td>3.95</td>\n",
       "      <td>0.46</td>\n",
       "      <td>2.60</td>\n",
       "      <td>27.62</td>\n",
       "      <td>44.24</td>\n",
       "      <td>39.04</td>\n",
       "      <td>14.33</td>\n",
       "      <td>17.04</td>\n",
       "      <td>111.11</td>\n",
       "      <td>82.31</td>\n",
       "      <td>3.257228e+07</td>\n",
       "      <td>6.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2940.55</td>\n",
       "      <td>8350.34</td>\n",
       "      <td>2458.03</td>\n",
       "      <td>19.69</td>\n",
       "      <td>15.74</td>\n",
       "      <td>5053.27</td>\n",
       "      <td>18509.93</td>\n",
       "      <td>99.85</td>\n",
       "      <td>1332.62</td>\n",
       "      <td>754.00</td>\n",
       "      <td>19887.47</td>\n",
       "      <td>15044.36</td>\n",
       "      <td>1.441156e+09</td>\n",
       "      <td>59.65</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           流通股      市盈率      市净率     每股收益     每股公积     收入同比      利润同比  \\\n",
       "count  3656.00  3656.00  3656.00  3656.00  3656.00  3656.00   3656.00   \n",
       "mean     13.67    86.56     5.25     0.33     1.93    24.03     22.40   \n",
       "std      84.44   331.62    57.93     0.59     1.76   142.49    568.20   \n",
       "min       0.10     0.00  -404.75    -4.56    -1.18  -100.14  -6472.94   \n",
       "25%       1.93    16.68     1.69     0.07     0.71     0.00    -21.91   \n",
       "50%       4.67    30.61     2.57     0.22     1.50    11.96      9.73   \n",
       "75%       9.93    57.29     3.95     0.46     2.60    27.62     44.24   \n",
       "max    2940.55  8350.34  2458.03    19.69    15.74  5053.27  18509.93   \n",
       "\n",
       "           毛利率       净利率      收盘价       总市值      流通市值           成交量      换手率  \n",
       "count  3656.00   3656.00  3656.00   3656.00   3656.00  3.656000e+03  3656.00  \n",
       "mean     29.04     -3.39    14.56    167.79    121.52  2.948396e+07     4.99  \n",
       "std      23.60    404.51    19.19    730.23    527.76  5.345324e+07     5.34  \n",
       "min    -779.78 -17764.19     0.77      2.65      2.65  0.000000e+00     0.00  \n",
       "25%      16.43      2.79     6.08     31.89     21.73  5.732009e+06     1.69  \n",
       "50%      26.24      7.66     9.90     53.50     39.88  1.384554e+07     3.25  \n",
       "75%      39.04     14.33    17.04    111.11     82.31  3.257228e+07     6.28  \n",
       "max      99.85   1332.62   754.00  19887.47  15044.36  1.441156e+09    59.65  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#数据描述性统计\n",
    "data.describe().round(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据探索与分析\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 大盘股vs小盘股\n",
    "小盘股是相对大盘股而言的，而中盘股是介于大盘股和小盘股之间。市场上传统划分方法是根据流通股本的大小：一般流通股本超过10亿股为大盘股，流通股本小于5亿股为小盘股，流通股本5亿-10亿的属于中盘股。如果以市值衡量，总市值大于1000亿的属于超大盘股，总市值大于500亿以上的属于大盘股，总市值小于200亿的属于小盘股，处于200亿-500亿总市值的股票，属于中盘股。\n",
    "  \n",
    "实际上关于大盘股和中小盘股的划分并没有统一的标准。大盘股和小盘股的区别并不是固定的，随着上市公司的增多，以及A股市场总市值的不断变化，大小盘的划分标准也应该是动态变化的。\n",
    "\n",
    "为什么要划分大盘股和中小盘股呢？换句话，大盘股和小盘股有什么明显的区别吗？一般而言，相同业绩的个股，小盘股的市盈率比中盘股高，中盘股要比大盘股高。特别在市场疲软时，小盘股机会较多。在牛市时大盘股和中盘股较适合大资金的进出，因此盘子大的个股比较看好。由于流通盘大，对指数影响大，往往成为市场调控指数的工具。投资者选择个股，一般熊市应选小盘股和中小盘股，牛市应选大盘股和中大盘股。  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>简称</th>\n",
       "      <th>收盘价</th>\n",
       "      <th>流通股</th>\n",
       "      <th>市盈率</th>\n",
       "      <th>每股收益</th>\n",
       "      <th>净利率</th>\n",
       "      <th>收入同比</th>\n",
       "      <th>利润同比</th>\n",
       "      <th>股票类型</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>000001</th>\n",
       "      <td>平安银行</td>\n",
       "      <td>12.37</td>\n",
       "      <td>171.70</td>\n",
       "      <td>8.56</td>\n",
       "      <td>1.390</td>\n",
       "      <td>21.26</td>\n",
       "      <td>10.33</td>\n",
       "      <td>7.02</td>\n",
       "      <td>大盘股</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000002</th>\n",
       "      <td>万 科Ａ</td>\n",
       "      <td>27.81</td>\n",
       "      <td>97.15</td>\n",
       "      <td>16.46</td>\n",
       "      <td>1.267</td>\n",
       "      <td>7.94</td>\n",
       "      <td>50.32</td>\n",
       "      <td>26.09</td>\n",
       "      <td>大盘股</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000004</th>\n",
       "      <td>国农科技</td>\n",
       "      <td>19.60</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.031</td>\n",
       "      <td>-1.01</td>\n",
       "      <td>260.83</td>\n",
       "      <td>52.31</td>\n",
       "      <td>小盘股</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000005</th>\n",
       "      <td>世纪星源</td>\n",
       "      <td>3.81</td>\n",
       "      <td>10.58</td>\n",
       "      <td>463.08</td>\n",
       "      <td>0.006</td>\n",
       "      <td>1.71</td>\n",
       "      <td>21.89</td>\n",
       "      <td>140.29</td>\n",
       "      <td>中盘股</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000006</th>\n",
       "      <td>深振业Ａ</td>\n",
       "      <td>6.22</td>\n",
       "      <td>13.48</td>\n",
       "      <td>12.51</td>\n",
       "      <td>0.373</td>\n",
       "      <td>31.57</td>\n",
       "      <td>-31.28</td>\n",
       "      <td>48.39</td>\n",
       "      <td>中盘股</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          简称    收盘价     流通股     市盈率   每股收益    净利率    收入同比    利润同比 股票类型\n",
       "code                                                                  \n",
       "000001  平安银行  12.37  171.70    8.56  1.390  21.26   10.33    7.02  大盘股\n",
       "000002  万 科Ａ  27.81   97.15   16.46  1.267   7.94   50.32   26.09  大盘股\n",
       "000004  国农科技  19.60    0.83    0.00 -0.031  -1.01  260.83   52.31  小盘股\n",
       "000005  世纪星源   3.81   10.58  463.08  0.006   1.71   21.89  140.29  中盘股\n",
       "000006  深振业Ａ   6.22   13.48   12.51  0.373  31.57  -31.28   48.39  中盘股"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#生成频率表\n",
    "#利用cut函数，将连续变量转为分类变量\n",
    "def df_cut(data, cut, labels=None): \n",
    "    min_num = data.min() \n",
    "    max_num = data.max() \n",
    "    b = [min_num] + cut + [max_num]\n",
    "    if not labels: \n",
    "        labels = range(len(cut)+1)\n",
    "    else: \n",
    "         labels=[labels[i] for i in range(len(cut)+1)] \n",
    "    Bin = pd.cut(data,bins=b,\n",
    "         labels=labels,include_lowest=True)    \n",
    "    return Bin \n",
    "\n",
    "#data['流通股'].quantile(0.9)\n",
    "#由于流通股的90分位数点为20亿左右，中位数为5亿左右\n",
    "#这里将流通股本小于5亿的划分为小盘股，大于20亿的为大盘股\n",
    "#当然也可以使用总市值来划分，或者使用流通股本和收盘价中位数来确定\n",
    "\n",
    "cut = [5,20] \n",
    "labels=['小盘股', '中盘股','大盘股'] \n",
    "#调用函数df_cut,增加新列\n",
    "data_new=data.loc[:,['简称','收盘价','流通股','市盈率','每股收益','净利率','收入同比','利润同比']]\n",
    "data_new['股票类型'] = df_cut(data['流通股'], cut, labels) \n",
    "#查看标签列，取值范围前面加上了序号，是便于后面生成表格时按顺序排列\n",
    "data_new.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"6\" halign=\"left\">市盈率</th>\n",
       "      <th colspan=\"6\" halign=\"left\">收盘价</th>\n",
       "      <th colspan=\"6\" halign=\"left\">每股收益</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>50%</th>\n",
       "      <th>max</th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>50%</th>\n",
       "      <th>max</th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>50%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>股票类型</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>小盘股</th>\n",
       "      <td>1890.0</td>\n",
       "      <td>94.07</td>\n",
       "      <td>324.65</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.28</td>\n",
       "      <td>5628.63</td>\n",
       "      <td>1890.0</td>\n",
       "      <td>18.96</td>\n",
       "      <td>17.34</td>\n",
       "      <td>0.77</td>\n",
       "      <td>14.03</td>\n",
       "      <td>271.92</td>\n",
       "      <td>1890.0</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.51</td>\n",
       "      <td>-4.56</td>\n",
       "      <td>0.25</td>\n",
       "      <td>7.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中盘股</th>\n",
       "      <td>1385.0</td>\n",
       "      <td>82.01</td>\n",
       "      <td>342.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.17</td>\n",
       "      <td>8350.34</td>\n",
       "      <td>1385.0</td>\n",
       "      <td>10.10</td>\n",
       "      <td>21.95</td>\n",
       "      <td>1.27</td>\n",
       "      <td>6.75</td>\n",
       "      <td>754.00</td>\n",
       "      <td>1385.0</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.67</td>\n",
       "      <td>-2.98</td>\n",
       "      <td>0.17</td>\n",
       "      <td>19.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大盘股</th>\n",
       "      <td>381.0</td>\n",
       "      <td>65.86</td>\n",
       "      <td>327.22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.29</td>\n",
       "      <td>3655.40</td>\n",
       "      <td>381.0</td>\n",
       "      <td>8.99</td>\n",
       "      <td>9.71</td>\n",
       "      <td>0.87</td>\n",
       "      <td>6.18</td>\n",
       "      <td>76.50</td>\n",
       "      <td>381.0</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.61</td>\n",
       "      <td>-1.73</td>\n",
       "      <td>0.25</td>\n",
       "      <td>4.69</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         市盈率                                         收盘价                      \\\n",
       "       count   mean     std  min    50%      max   count   mean    std   min   \n",
       "股票类型                                                                           \n",
       "小盘股   1890.0  94.07  324.65  0.0  37.28  5628.63  1890.0  18.96  17.34  0.77   \n",
       "中盘股   1385.0  82.01  342.00  0.0  25.17  8350.34  1385.0  10.10  21.95  1.27   \n",
       "大盘股    381.0  65.86  327.22  0.0  17.29  3655.40   381.0   8.99   9.71  0.87   \n",
       "\n",
       "                       每股收益                                 \n",
       "        50%     max   count  mean   std   min   50%    max  \n",
       "股票类型                                                        \n",
       "小盘股   14.03  271.92  1890.0  0.36  0.51 -4.56  0.25   7.09  \n",
       "中盘股    6.75  754.00  1385.0  0.27  0.67 -2.98  0.17  19.69  \n",
       "大盘股    6.18   76.50   381.0  0.42  0.61 -1.73  0.25   4.69  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_new.groupby('股票类型')[['市盈率','收盘价','每股收益']].describe(percentiles=[0.5]).round(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从分组描述性统计上看，小盘股市盈率平均值明显高于大盘股，高达75倍；小盘股股价平均值为15.47元，是大盘股股价平均值的两倍左右。可见二者在估值上还是存在较大差异的。如果要从更严谨的角度去判别，可以根据分组统计结果对数据进行统计上的T检验，这里不再展开分析。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>股票类型</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>小盘股</th>\n",
       "      <td>1890.0</td>\n",
       "      <td>-0.86</td>\n",
       "      <td>349.23</td>\n",
       "      <td>-14735.66</td>\n",
       "      <td>8.36</td>\n",
       "      <td>1332.62</td>\n",
       "      <td>1890.0</td>\n",
       "      <td>11.51</td>\n",
       "      <td>499.02</td>\n",
       "      <td>-6472.94</td>\n",
       "      <td>8.01</td>\n",
       "      <td>7123.57</td>\n",
       "      <td>1890.0</td>\n",
       "      <td>24.98</td>\n",
       "      <td>108.66</td>\n",
       "      <td>-100.14</td>\n",
       "      <td>12.68</td>\n",
       "      <td>2920.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中盘股</th>\n",
       "      <td>1385.0</td>\n",
       "      <td>-11.17</td>\n",
       "      <td>514.96</td>\n",
       "      <td>-17764.19</td>\n",
       "      <td>6.31</td>\n",
       "      <td>266.53</td>\n",
       "      <td>1385.0</td>\n",
       "      <td>37.22</td>\n",
       "      <td>706.56</td>\n",
       "      <td>-5737.62</td>\n",
       "      <td>11.61</td>\n",
       "      <td>18509.93</td>\n",
       "      <td>1385.0</td>\n",
       "      <td>24.79</td>\n",
       "      <td>190.12</td>\n",
       "      <td>-99.77</td>\n",
       "      <td>11.78</td>\n",
       "      <td>5053.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大盘股</th>\n",
       "      <td>381.0</td>\n",
       "      <td>12.38</td>\n",
       "      <td>34.44</td>\n",
       "      <td>-140.74</td>\n",
       "      <td>7.98</td>\n",
       "      <td>461.50</td>\n",
       "      <td>381.0</td>\n",
       "      <td>22.55</td>\n",
       "      <td>218.73</td>\n",
       "      <td>-1324.33</td>\n",
       "      <td>8.47</td>\n",
       "      <td>3131.50</td>\n",
       "      <td>381.0</td>\n",
       "      <td>16.54</td>\n",
       "      <td>69.94</td>\n",
       "      <td>-93.50</td>\n",
       "      <td>10.57</td>\n",
       "      <td>780.28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         净利率                                            利润同比                 \\\n",
       "       count   mean     std       min   50%      max   count   mean     std   \n",
       "股票类型                                                                          \n",
       "小盘股   1890.0  -0.86  349.23 -14735.66  8.36  1332.62  1890.0  11.51  499.02   \n",
       "中盘股   1385.0 -11.17  514.96 -17764.19  6.31   266.53  1385.0  37.22  706.56   \n",
       "大盘股    381.0  12.38   34.44   -140.74  7.98   461.50   381.0  22.55  218.73   \n",
       "\n",
       "                                  收入同比                                         \n",
       "          min    50%       max   count   mean     std     min    50%      max  \n",
       "股票类型                                                                           \n",
       "小盘股  -6472.94   8.01   7123.57  1890.0  24.98  108.66 -100.14  12.68  2920.96  \n",
       "中盘股  -5737.62  11.61  18509.93  1385.0  24.79  190.12  -99.77  11.78  5053.27  \n",
       "大盘股  -1324.33   8.47   3131.50   381.0  16.54   69.94  -93.50  10.57   780.28  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_new.groupby('股票类型')[['净利率','利润同比','收入同比']].describe(percentiles=[]).round(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从净利率上看，大盘股明显占优，平均12.64%的净利率，而中盘股是-11.56%，看来今年营商环境恶劣，承压比较大的是中盘股类型的上市公司。大盘股往往是传统行业，例如银行、房地产、钢铁、石油石化、煤炭、有色金属等，还是最赚钱的主啊。此外，可以发现一个有趣的现象，中小盘股内部两级分化很严重，如小盘股净利率最高的达1332.62%，最差的为-14735.66%，意味着有的中小盘股逆势赚钱，有的可能已经亏到“底裤”都没了。收入同比上，是小盘股占优，一般而言，中小盘股的成长性要比大盘股好，但是波动性也明显更大。关于规模与股票估值可以深入挖掘的东西还很多，特别是可以使用分位数回归，研究不同规模股票之间的收益率差异。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 毛利率\n",
    "计算公式：毛利率=（销售收入－销售成本）/销售收入×100%。毛利率对于判断公司盈利能力而言是很重要的指标，高毛利可以反映出公司的竞争优势。但是不同行业间毛利差异是很大的，一般要在同一个行业里比较。一般而言，毛利率越高反映公司盈利能力越强，公司投资价值越高。但是，要注意不能单纯使用该指标来选股，因为高毛利背后也有坑，如把成本算到费用去了（如某些软件公司），毛利率自然就高，一定要结合净利率来看。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "#根据毛利率高低排序，选出毛利率最高的十只股票。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>简称</th>\n",
       "      <th>流通股</th>\n",
       "      <th>市盈率</th>\n",
       "      <th>市净率</th>\n",
       "      <th>每股收益</th>\n",
       "      <th>每股公积</th>\n",
       "      <th>收入同比</th>\n",
       "      <th>利润同比</th>\n",
       "      <th>毛利率</th>\n",
       "      <th>净利率</th>\n",
       "      <th>收盘价</th>\n",
       "      <th>总市值</th>\n",
       "      <th>流通市值</th>\n",
       "      <th>成交量</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>000416</th>\n",
       "      <td>民生控股</td>\n",
       "      <td>5.32</td>\n",
       "      <td>134.12</td>\n",
       "      <td>3.25</td>\n",
       "      <td>0.030</td>\n",
       "      <td>0.05</td>\n",
       "      <td>937.76</td>\n",
       "      <td>-41.42</td>\n",
       "      <td>99.85</td>\n",
       "      <td>26.60</td>\n",
       "      <td>5.29</td>\n",
       "      <td>28.136002</td>\n",
       "      <td>28.123814</td>\n",
       "      <td>16924729.0</td>\n",
       "      <td>3.18349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600570</th>\n",
       "      <td>恒生电子</td>\n",
       "      <td>6.18</td>\n",
       "      <td>113.23</td>\n",
       "      <td>17.10</td>\n",
       "      <td>0.584</td>\n",
       "      <td>0.67</td>\n",
       "      <td>18.93</td>\n",
       "      <td>24.42</td>\n",
       "      <td>97.00</td>\n",
       "      <td>18.37</td>\n",
       "      <td>88.13</td>\n",
       "      <td>544.471705</td>\n",
       "      <td>544.471705</td>\n",
       "      <td>36793937.0</td>\n",
       "      <td>5.95559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300624</th>\n",
       "      <td>万兴科技</td>\n",
       "      <td>0.49</td>\n",
       "      <td>57.25</td>\n",
       "      <td>8.73</td>\n",
       "      <td>0.930</td>\n",
       "      <td>3.64</td>\n",
       "      <td>13.62</td>\n",
       "      <td>37.80</td>\n",
       "      <td>95.69</td>\n",
       "      <td>18.89</td>\n",
       "      <td>68.10</td>\n",
       "      <td>55.257702</td>\n",
       "      <td>33.042113</td>\n",
       "      <td>4288630.0</td>\n",
       "      <td>8.83889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300558</th>\n",
       "      <td>贝达药业</td>\n",
       "      <td>1.70</td>\n",
       "      <td>93.43</td>\n",
       "      <td>8.51</td>\n",
       "      <td>0.368</td>\n",
       "      <td>1.52</td>\n",
       "      <td>20.74</td>\n",
       "      <td>-27.37</td>\n",
       "      <td>95.47</td>\n",
       "      <td>15.93</td>\n",
       "      <td>45.90</td>\n",
       "      <td>184.059000</td>\n",
       "      <td>77.893380</td>\n",
       "      <td>4385091.0</td>\n",
       "      <td>2.58399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603039</th>\n",
       "      <td>泛微网络</td>\n",
       "      <td>0.40</td>\n",
       "      <td>118.81</td>\n",
       "      <td>14.18</td>\n",
       "      <td>0.600</td>\n",
       "      <td>2.64</td>\n",
       "      <td>38.82</td>\n",
       "      <td>21.34</td>\n",
       "      <td>95.32</td>\n",
       "      <td>9.51</td>\n",
       "      <td>91.50</td>\n",
       "      <td>93.795819</td>\n",
       "      <td>36.509232</td>\n",
       "      <td>586116.0</td>\n",
       "      <td>1.46893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603590</th>\n",
       "      <td>康辰药业</td>\n",
       "      <td>0.40</td>\n",
       "      <td>28.09</td>\n",
       "      <td>2.44</td>\n",
       "      <td>1.260</td>\n",
       "      <td>6.14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>94.98</td>\n",
       "      <td>22.55</td>\n",
       "      <td>36.74</td>\n",
       "      <td>58.784000</td>\n",
       "      <td>14.696000</td>\n",
       "      <td>2525220.0</td>\n",
       "      <td>6.31305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300295</th>\n",
       "      <td>三六五网</td>\n",
       "      <td>1.78</td>\n",
       "      <td>27.83</td>\n",
       "      <td>2.65</td>\n",
       "      <td>0.434</td>\n",
       "      <td>1.47</td>\n",
       "      <td>2.17</td>\n",
       "      <td>6.04</td>\n",
       "      <td>94.90</td>\n",
       "      <td>23.23</td>\n",
       "      <td>16.09</td>\n",
       "      <td>31.053056</td>\n",
       "      <td>28.717527</td>\n",
       "      <td>11902396.0</td>\n",
       "      <td>6.66873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002410</th>\n",
       "      <td>广联达</td>\n",
       "      <td>8.86</td>\n",
       "      <td>83.01</td>\n",
       "      <td>10.15</td>\n",
       "      <td>0.260</td>\n",
       "      <td>0.37</td>\n",
       "      <td>26.15</td>\n",
       "      <td>2.10</td>\n",
       "      <td>94.75</td>\n",
       "      <td>16.46</td>\n",
       "      <td>28.76</td>\n",
       "      <td>323.996338</td>\n",
       "      <td>254.932303</td>\n",
       "      <td>19197041.0</td>\n",
       "      <td>2.16570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600258</th>\n",
       "      <td>首旅酒店</td>\n",
       "      <td>6.25</td>\n",
       "      <td>16.71</td>\n",
       "      <td>2.21</td>\n",
       "      <td>0.819</td>\n",
       "      <td>4.84</td>\n",
       "      <td>0.90</td>\n",
       "      <td>45.62</td>\n",
       "      <td>94.56</td>\n",
       "      <td>12.59</td>\n",
       "      <td>18.24</td>\n",
       "      <td>178.549773</td>\n",
       "      <td>113.928744</td>\n",
       "      <td>6990129.0</td>\n",
       "      <td>1.11912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600385</th>\n",
       "      <td>山东金泰</td>\n",
       "      <td>1.43</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25.65</td>\n",
       "      <td>-0.050</td>\n",
       "      <td>2.02</td>\n",
       "      <td>-32.42</td>\n",
       "      <td>-58.91</td>\n",
       "      <td>94.36</td>\n",
       "      <td>-177.20</td>\n",
       "      <td>10.91</td>\n",
       "      <td>16.158490</td>\n",
       "      <td>15.576623</td>\n",
       "      <td>3241082.0</td>\n",
       "      <td>2.27008</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          简称   流通股     市盈率    市净率   每股收益  每股公积    收入同比   利润同比    毛利率     净利率  \\\n",
       "code                                                                           \n",
       "000416  民生控股  5.32  134.12   3.25  0.030  0.05  937.76 -41.42  99.85   26.60   \n",
       "600570  恒生电子  6.18  113.23  17.10  0.584  0.67   18.93  24.42  97.00   18.37   \n",
       "300624  万兴科技  0.49   57.25   8.73  0.930  3.64   13.62  37.80  95.69   18.89   \n",
       "300558  贝达药业  1.70   93.43   8.51  0.368  1.52   20.74 -27.37  95.47   15.93   \n",
       "603039  泛微网络  0.40  118.81  14.18  0.600  2.64   38.82  21.34  95.32    9.51   \n",
       "603590  康辰药业  0.40   28.09   2.44  1.260  6.14    0.00   0.00  94.98   22.55   \n",
       "300295  三六五网  1.78   27.83   2.65  0.434  1.47    2.17   6.04  94.90   23.23   \n",
       "002410   广联达  8.86   83.01  10.15  0.260  0.37   26.15   2.10  94.75   16.46   \n",
       "600258  首旅酒店  6.25   16.71   2.21  0.819  4.84    0.90  45.62  94.56   12.59   \n",
       "600385  山东金泰  1.43    0.00  25.65 -0.050  2.02  -32.42 -58.91  94.36 -177.20   \n",
       "\n",
       "          收盘价         总市值        流通市值         成交量      换手率  \n",
       "code                                                        \n",
       "000416   5.29   28.136002   28.123814  16924729.0  3.18349  \n",
       "600570  88.13  544.471705  544.471705  36793937.0  5.95559  \n",
       "300624  68.10   55.257702   33.042113   4288630.0  8.83889  \n",
       "300558  45.90  184.059000   77.893380   4385091.0  2.58399  \n",
       "603039  91.50   93.795819   36.509232    586116.0  1.46893  \n",
       "603590  36.74   58.784000   14.696000   2525220.0  6.31305  \n",
       "300295  16.09   31.053056   28.717527  11902396.0  6.66873  \n",
       "002410  28.76  323.996338  254.932303  19197041.0  2.16570  \n",
       "600258  18.24  178.549773  113.928744   6990129.0  1.11912  \n",
       "600385  10.91   16.158490   15.576623   3241082.0  2.27008  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sort_values('毛利率',ascending=False)[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "以上十只股票的毛利率都超过90%，但是净利率并不高！第十只股票山东金泰出现了亮点：毛利率94.36%，但是净利率却是-177.2%，利润同比-58.91%，可以说是very interesting了，感兴趣的朋友可以深入挖掘下，这年头陷阱太多，单一角度看问题，很容易掉坑里（是我太单纯，还是世界太复杂！）。从山东金泰近两年走势来看，相对大盘指数跌了很多，可见市场还是相对“理性”的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#构建股票数据获取和可视化函数\n",
    "def get_data_plot(code,startdate,name):\n",
    "    sh=ts.get_k_data('sh',start=startdate)\n",
    "    sh.index=pd.to_datetime(sh.date)\n",
    "    df=ts.get_k_data(code,start=startdate)\n",
    "    df.index=pd.to_datetime(df.date)\n",
    "    fig = plt.figure(figsize=(12,6))  \n",
    "    ax1 = fig.add_subplot(111)  \n",
    "    ax1.plot(df['close'],color='r',label=name)\n",
    "    ax1.legend(loc=2)\n",
    "    ax2=ax1.twinx()\n",
    "    ax2.plot(sh['close'],color='k',label='上证指数')\n",
    "    plt.title(name+'vs上证指数近几年走势',fontsize=15)\n",
    "    ax2.legend(loc=1)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_data_plot('600385','2017-01-01','山东金泰')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>简称</th>\n",
       "      <th>流通股</th>\n",
       "      <th>市盈率</th>\n",
       "      <th>市净率</th>\n",
       "      <th>每股收益</th>\n",
       "      <th>每股公积</th>\n",
       "      <th>收入同比</th>\n",
       "      <th>利润同比</th>\n",
       "      <th>毛利率</th>\n",
       "      <th>净利率</th>\n",
       "      <th>收盘价</th>\n",
       "      <th>总市值</th>\n",
       "      <th>流通市值</th>\n",
       "      <th>成交量</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>600890</th>\n",
       "      <td>中房股份</td>\n",
       "      <td>5.79</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.59</td>\n",
       "      <td>-0.057</td>\n",
       "      <td>0.04</td>\n",
       "      <td>-66.94</td>\n",
       "      <td>-29.33</td>\n",
       "      <td>-779.78</td>\n",
       "      <td>-7075.61</td>\n",
       "      <td>7.92</td>\n",
       "      <td>45.872238</td>\n",
       "      <td>45.872238</td>\n",
       "      <td>6811823.0</td>\n",
       "      <td>1.17608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000503</th>\n",
       "      <td>国新健康</td>\n",
       "      <td>8.99</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.07</td>\n",
       "      <td>-0.126</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-58.42</td>\n",
       "      <td>26.66</td>\n",
       "      <td>-112.44</td>\n",
       "      <td>-242.95</td>\n",
       "      <td>20.44</td>\n",
       "      <td>183.719258</td>\n",
       "      <td>183.710618</td>\n",
       "      <td>31753016.0</td>\n",
       "      <td>3.53290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600896</th>\n",
       "      <td>*ST海投</td>\n",
       "      <td>5.77</td>\n",
       "      <td>92.8</td>\n",
       "      <td>2.63</td>\n",
       "      <td>0.042</td>\n",
       "      <td>2.10</td>\n",
       "      <td>20.32</td>\n",
       "      <td>126.11</td>\n",
       "      <td>-85.14</td>\n",
       "      <td>90.43</td>\n",
       "      <td>5.17</td>\n",
       "      <td>44.932422</td>\n",
       "      <td>29.837532</td>\n",
       "      <td>3927031.0</td>\n",
       "      <td>0.68044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600896</th>\n",
       "      <td>*ST海投</td>\n",
       "      <td>5.77</td>\n",
       "      <td>92.8</td>\n",
       "      <td>2.63</td>\n",
       "      <td>0.042</td>\n",
       "      <td>2.10</td>\n",
       "      <td>20.32</td>\n",
       "      <td>126.11</td>\n",
       "      <td>-85.14</td>\n",
       "      <td>90.43</td>\n",
       "      <td>5.17</td>\n",
       "      <td>44.932422</td>\n",
       "      <td>29.837532</td>\n",
       "      <td>3927031.0</td>\n",
       "      <td>0.68044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002501</th>\n",
       "      <td>利源精制</td>\n",
       "      <td>10.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.60</td>\n",
       "      <td>-0.783</td>\n",
       "      <td>3.54</td>\n",
       "      <td>-84.05</td>\n",
       "      <td>-310.12</td>\n",
       "      <td>-63.52</td>\n",
       "      <td>-251.27</td>\n",
       "      <td>3.46</td>\n",
       "      <td>42.033311</td>\n",
       "      <td>34.645109</td>\n",
       "      <td>48110524.0</td>\n",
       "      <td>4.80479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002188</th>\n",
       "      <td>*ST巴士</td>\n",
       "      <td>2.21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.83</td>\n",
       "      <td>-2.168</td>\n",
       "      <td>5.45</td>\n",
       "      <td>-75.58</td>\n",
       "      <td>68.48</td>\n",
       "      <td>-52.90</td>\n",
       "      <td>-444.36</td>\n",
       "      <td>3.91</td>\n",
       "      <td>11.559036</td>\n",
       "      <td>8.621794</td>\n",
       "      <td>5139700.0</td>\n",
       "      <td>2.33086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000995</th>\n",
       "      <td>*ST皇台</td>\n",
       "      <td>1.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-4.16</td>\n",
       "      <td>-0.236</td>\n",
       "      <td>1.73</td>\n",
       "      <td>-76.61</td>\n",
       "      <td>37.82</td>\n",
       "      <td>-49.40</td>\n",
       "      <td>-440.96</td>\n",
       "      <td>4.33</td>\n",
       "      <td>7.681766</td>\n",
       "      <td>7.681656</td>\n",
       "      <td>4762173.0</td>\n",
       "      <td>2.68434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300104</th>\n",
       "      <td>乐视网</td>\n",
       "      <td>30.73</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-34.89</td>\n",
       "      <td>-0.373</td>\n",
       "      <td>2.28</td>\n",
       "      <td>-77.88</td>\n",
       "      <td>9.82</td>\n",
       "      <td>-39.42</td>\n",
       "      <td>-110.50</td>\n",
       "      <td>3.19</td>\n",
       "      <td>127.263142</td>\n",
       "      <td>97.102161</td>\n",
       "      <td>289431372.0</td>\n",
       "      <td>9.50840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600191</th>\n",
       "      <td>华资实业</td>\n",
       "      <td>4.85</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.25</td>\n",
       "      <td>-0.125</td>\n",
       "      <td>1.31</td>\n",
       "      <td>-96.85</td>\n",
       "      <td>-277.96</td>\n",
       "      <td>-37.76</td>\n",
       "      <td>-1176.11</td>\n",
       "      <td>5.45</td>\n",
       "      <td>26.428794</td>\n",
       "      <td>26.428794</td>\n",
       "      <td>24517257.0</td>\n",
       "      <td>5.05581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000727</th>\n",
       "      <td>华东科技</td>\n",
       "      <td>29.31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.52</td>\n",
       "      <td>-0.348</td>\n",
       "      <td>1.45</td>\n",
       "      <td>-19.58</td>\n",
       "      <td>-471.44</td>\n",
       "      <td>-34.07</td>\n",
       "      <td>-44.34</td>\n",
       "      <td>3.08</td>\n",
       "      <td>139.510663</td>\n",
       "      <td>90.264173</td>\n",
       "      <td>336832377.0</td>\n",
       "      <td>11.49342</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           简称    流通股   市盈率    市净率   每股收益  每股公积   收入同比    利润同比     毛利率  \\\n",
       "code                                                                    \n",
       "600890   中房股份   5.79   0.0  17.59 -0.057  0.04 -66.94  -29.33 -779.78   \n",
       "000503   国新健康   8.99   0.0  14.07 -0.126  0.00 -58.42   26.66 -112.44   \n",
       "600896  *ST海投   5.77  92.8   2.63  0.042  2.10  20.32  126.11  -85.14   \n",
       "600896  *ST海投   5.77  92.8   2.63  0.042  2.10  20.32  126.11  -85.14   \n",
       "002501   利源精制  10.01   0.0   0.60 -0.783  3.54 -84.05 -310.12  -63.52   \n",
       "002188  *ST巴士   2.21   0.0  -1.83 -2.168  5.45 -75.58   68.48  -52.90   \n",
       "000995  *ST皇台   1.77   0.0  -4.16 -0.236  1.73 -76.61   37.82  -49.40   \n",
       "300104    乐视网  30.73   0.0 -34.89 -0.373  2.28 -77.88    9.82  -39.42   \n",
       "600191   华资实业   4.85   0.0   1.25 -0.125  1.31 -96.85 -277.96  -37.76   \n",
       "000727   华东科技  29.31   0.0   1.52 -0.348  1.45 -19.58 -471.44  -34.07   \n",
       "\n",
       "            净利率    收盘价         总市值        流通市值          成交量       换手率  \n",
       "code                                                                   \n",
       "600890 -7075.61   7.92   45.872238   45.872238    6811823.0   1.17608  \n",
       "000503  -242.95  20.44  183.719258  183.710618   31753016.0   3.53290  \n",
       "600896    90.43   5.17   44.932422   29.837532    3927031.0   0.68044  \n",
       "600896    90.43   5.17   44.932422   29.837532    3927031.0   0.68044  \n",
       "002501  -251.27   3.46   42.033311   34.645109   48110524.0   4.80479  \n",
       "002188  -444.36   3.91   11.559036    8.621794    5139700.0   2.33086  \n",
       "000995  -440.96   4.33    7.681766    7.681656    4762173.0   2.68434  \n",
       "300104  -110.50   3.19  127.263142   97.102161  289431372.0   9.50840  \n",
       "600191 -1176.11   5.45   26.428794   26.428794   24517257.0   5.05581  \n",
       "000727   -44.34   3.08  139.510663   90.264173  336832377.0  11.49342  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#再来看看毛利率最低的十只股票\n",
    "data.sort_values('毛利率',ascending=True)[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "毛利率为负的股票一共有32只\n"
     ]
    }
   ],
   "source": [
    "m=data[data['毛利率']<0]['简称'].count()\n",
    "print(f'毛利率为负的股票一共有{m}只')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "毛利率为负的股票竟然有31只，乐视网赫然在列，贾布斯画好了饼，愿者上钩。对于毛利率为负的股票你还敢去买，除非你有内部消息，否则只能说你胆子很肥。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_data_plot('600890','2010-01-01','中房股份')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_data_plot('300104','2010-01-01','乐视网')\n",
    "#这里的价格是前复权了\n",
    "#把时间拉长，乐视网从2010年上市到2015年大牛市，五年时间翻了N倍，创造了创业板的神话，但是2018年又响起了周杰伦熟悉的歌声“又回到过去...”"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 利润同比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>简称</th>\n",
       "      <th>流通股</th>\n",
       "      <th>市盈率</th>\n",
       "      <th>市净率</th>\n",
       "      <th>每股收益</th>\n",
       "      <th>每股公积</th>\n",
       "      <th>收入同比</th>\n",
       "      <th>利润同比</th>\n",
       "      <th>毛利率</th>\n",
       "      <th>净利率</th>\n",
       "      <th>收盘价</th>\n",
       "      <th>总市值</th>\n",
       "      <th>流通市值</th>\n",
       "      <th>成交量</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>600425</th>\n",
       "      <td>青松建化</td>\n",
       "      <td>13.79</td>\n",
       "      <td>11.02</td>\n",
       "      <td>1.48</td>\n",
       "      <td>0.328</td>\n",
       "      <td>2.32</td>\n",
       "      <td>24.26</td>\n",
       "      <td>18509.93</td>\n",
       "      <td>30.60</td>\n",
       "      <td>23.16</td>\n",
       "      <td>4.82</td>\n",
       "      <td>66.457682</td>\n",
       "      <td>66.457682</td>\n",
       "      <td>97825791.0</td>\n",
       "      <td>7.09505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000616</th>\n",
       "      <td>海航投资</td>\n",
       "      <td>14.30</td>\n",
       "      <td>11.45</td>\n",
       "      <td>1.16</td>\n",
       "      <td>0.229</td>\n",
       "      <td>0.14</td>\n",
       "      <td>23.10</td>\n",
       "      <td>7225.10</td>\n",
       "      <td>22.08</td>\n",
       "      <td>178.33</td>\n",
       "      <td>3.50</td>\n",
       "      <td>50.058205</td>\n",
       "      <td>50.057505</td>\n",
       "      <td>35701063.0</td>\n",
       "      <td>2.49620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002272</th>\n",
       "      <td>川润股份</td>\n",
       "      <td>3.21</td>\n",
       "      <td>22.25</td>\n",
       "      <td>1.82</td>\n",
       "      <td>0.176</td>\n",
       "      <td>1.54</td>\n",
       "      <td>-13.51</td>\n",
       "      <td>7123.57</td>\n",
       "      <td>16.01</td>\n",
       "      <td>19.56</td>\n",
       "      <td>5.21</td>\n",
       "      <td>22.423840</td>\n",
       "      <td>16.705573</td>\n",
       "      <td>20224370.0</td>\n",
       "      <td>6.30741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601226</th>\n",
       "      <td>华电重工</td>\n",
       "      <td>11.55</td>\n",
       "      <td>86.22</td>\n",
       "      <td>1.52</td>\n",
       "      <td>0.041</td>\n",
       "      <td>1.06</td>\n",
       "      <td>27.25</td>\n",
       "      <td>5967.29</td>\n",
       "      <td>10.21</td>\n",
       "      <td>1.10</td>\n",
       "      <td>4.67</td>\n",
       "      <td>53.938500</td>\n",
       "      <td>53.938500</td>\n",
       "      <td>14948301.0</td>\n",
       "      <td>1.29423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600408</th>\n",
       "      <td>*ST安泰</td>\n",
       "      <td>10.07</td>\n",
       "      <td>5.40</td>\n",
       "      <td>3.29</td>\n",
       "      <td>0.566</td>\n",
       "      <td>1.44</td>\n",
       "      <td>48.98</td>\n",
       "      <td>5918.53</td>\n",
       "      <td>11.73</td>\n",
       "      <td>8.93</td>\n",
       "      <td>4.07</td>\n",
       "      <td>40.976760</td>\n",
       "      <td>40.976760</td>\n",
       "      <td>26774518.0</td>\n",
       "      <td>2.65937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600408</th>\n",
       "      <td>*ST安泰</td>\n",
       "      <td>10.07</td>\n",
       "      <td>5.40</td>\n",
       "      <td>3.29</td>\n",
       "      <td>0.566</td>\n",
       "      <td>1.44</td>\n",
       "      <td>48.98</td>\n",
       "      <td>5918.53</td>\n",
       "      <td>11.73</td>\n",
       "      <td>8.93</td>\n",
       "      <td>4.07</td>\n",
       "      <td>40.976760</td>\n",
       "      <td>40.976760</td>\n",
       "      <td>26774518.0</td>\n",
       "      <td>2.65937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600678</th>\n",
       "      <td>四川金顶</td>\n",
       "      <td>3.49</td>\n",
       "      <td>60.21</td>\n",
       "      <td>37.83</td>\n",
       "      <td>0.089</td>\n",
       "      <td>0.87</td>\n",
       "      <td>208.46</td>\n",
       "      <td>5475.05</td>\n",
       "      <td>17.72</td>\n",
       "      <td>9.10</td>\n",
       "      <td>7.14</td>\n",
       "      <td>24.917886</td>\n",
       "      <td>24.917886</td>\n",
       "      <td>21613902.0</td>\n",
       "      <td>6.19327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300523</th>\n",
       "      <td>辰安科技</td>\n",
       "      <td>1.03</td>\n",
       "      <td>78.04</td>\n",
       "      <td>6.61</td>\n",
       "      <td>0.560</td>\n",
       "      <td>2.67</td>\n",
       "      <td>97.93</td>\n",
       "      <td>4921.74</td>\n",
       "      <td>59.78</td>\n",
       "      <td>16.14</td>\n",
       "      <td>55.75</td>\n",
       "      <td>84.183573</td>\n",
       "      <td>57.180656</td>\n",
       "      <td>2493885.0</td>\n",
       "      <td>2.43149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002488</th>\n",
       "      <td>金固股份</td>\n",
       "      <td>7.69</td>\n",
       "      <td>72.73</td>\n",
       "      <td>3.08</td>\n",
       "      <td>0.125</td>\n",
       "      <td>3.32</td>\n",
       "      <td>7.92</td>\n",
       "      <td>4309.46</td>\n",
       "      <td>18.51</td>\n",
       "      <td>5.65</td>\n",
       "      <td>12.13</td>\n",
       "      <td>122.659004</td>\n",
       "      <td>93.256451</td>\n",
       "      <td>101961674.0</td>\n",
       "      <td>13.26230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600683</th>\n",
       "      <td>京投发展</td>\n",
       "      <td>7.41</td>\n",
       "      <td>37.28</td>\n",
       "      <td>1.76</td>\n",
       "      <td>0.109</td>\n",
       "      <td>0.44</td>\n",
       "      <td>-2.33</td>\n",
       "      <td>4308.64</td>\n",
       "      <td>28.35</td>\n",
       "      <td>3.68</td>\n",
       "      <td>5.42</td>\n",
       "      <td>40.150146</td>\n",
       "      <td>40.150146</td>\n",
       "      <td>16894534.0</td>\n",
       "      <td>2.28065</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           简称    流通股    市盈率    市净率   每股收益  每股公积    收入同比      利润同比    毛利率  \\\n",
       "code                                                                       \n",
       "600425   青松建化  13.79  11.02   1.48  0.328  2.32   24.26  18509.93  30.60   \n",
       "000616   海航投资  14.30  11.45   1.16  0.229  0.14   23.10   7225.10  22.08   \n",
       "002272   川润股份   3.21  22.25   1.82  0.176  1.54  -13.51   7123.57  16.01   \n",
       "601226   华电重工  11.55  86.22   1.52  0.041  1.06   27.25   5967.29  10.21   \n",
       "600408  *ST安泰  10.07   5.40   3.29  0.566  1.44   48.98   5918.53  11.73   \n",
       "600408  *ST安泰  10.07   5.40   3.29  0.566  1.44   48.98   5918.53  11.73   \n",
       "600678   四川金顶   3.49  60.21  37.83  0.089  0.87  208.46   5475.05  17.72   \n",
       "300523   辰安科技   1.03  78.04   6.61  0.560  2.67   97.93   4921.74  59.78   \n",
       "002488   金固股份   7.69  72.73   3.08  0.125  3.32    7.92   4309.46  18.51   \n",
       "600683   京投发展   7.41  37.28   1.76  0.109  0.44   -2.33   4308.64  28.35   \n",
       "\n",
       "           净利率    收盘价         总市值       流通市值          成交量       换手率  \n",
       "code                                                                 \n",
       "600425   23.16   4.82   66.457682  66.457682   97825791.0   7.09505  \n",
       "000616  178.33   3.50   50.058205  50.057505   35701063.0   2.49620  \n",
       "002272   19.56   5.21   22.423840  16.705573   20224370.0   6.30741  \n",
       "601226    1.10   4.67   53.938500  53.938500   14948301.0   1.29423  \n",
       "600408    8.93   4.07   40.976760  40.976760   26774518.0   2.65937  \n",
       "600408    8.93   4.07   40.976760  40.976760   26774518.0   2.65937  \n",
       "600678    9.10   7.14   24.917886  24.917886   21613902.0   6.19327  \n",
       "300523   16.14  55.75   84.183573  57.180656    2493885.0   2.43149  \n",
       "002488    5.65  12.13  122.659004  93.256451  101961674.0  13.26230  \n",
       "600683    3.68   5.42   40.150146  40.150146   16894534.0   2.28065  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sort_values('利润同比',ascending=False)[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_data_plot('600425','2010-01-01','青松建化')\n",
    "#青松建化今年各项财务指标表现不错，但是近两年走势都不如大盘。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>简称</th>\n",
       "      <th>流通股</th>\n",
       "      <th>市盈率</th>\n",
       "      <th>市净率</th>\n",
       "      <th>每股收益</th>\n",
       "      <th>每股公积</th>\n",
       "      <th>收入同比</th>\n",
       "      <th>利润同比</th>\n",
       "      <th>毛利率</th>\n",
       "      <th>净利率</th>\n",
       "      <th>收盘价</th>\n",
       "      <th>总市值</th>\n",
       "      <th>流通市值</th>\n",
       "      <th>成交量</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>300163</th>\n",
       "      <td>先锋新材</td>\n",
       "      <td>3.30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.66</td>\n",
       "      <td>-0.315</td>\n",
       "      <td>0.20</td>\n",
       "      <td>-17.18</td>\n",
       "      <td>-6472.94</td>\n",
       "      <td>41.65</td>\n",
       "      <td>-35.08</td>\n",
       "      <td>4.15</td>\n",
       "      <td>19.671000</td>\n",
       "      <td>13.677076</td>\n",
       "      <td>7514414.0</td>\n",
       "      <td>2.28008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300090</th>\n",
       "      <td>盛运环保</td>\n",
       "      <td>11.42</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.14</td>\n",
       "      <td>-0.159</td>\n",
       "      <td>1.66</td>\n",
       "      <td>-52.62</td>\n",
       "      <td>-5737.62</td>\n",
       "      <td>28.11</td>\n",
       "      <td>-35.91</td>\n",
       "      <td>2.64</td>\n",
       "      <td>34.846757</td>\n",
       "      <td>30.150808</td>\n",
       "      <td>86319327.0</td>\n",
       "      <td>7.55811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600238</th>\n",
       "      <td>*ST椰岛</td>\n",
       "      <td>4.45</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.01</td>\n",
       "      <td>-0.363</td>\n",
       "      <td>0.28</td>\n",
       "      <td>-49.56</td>\n",
       "      <td>-4843.68</td>\n",
       "      <td>25.43</td>\n",
       "      <td>-46.84</td>\n",
       "      <td>9.31</td>\n",
       "      <td>41.727420</td>\n",
       "      <td>41.429647</td>\n",
       "      <td>4797810.0</td>\n",
       "      <td>1.07816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600238</th>\n",
       "      <td>*ST椰岛</td>\n",
       "      <td>4.45</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.01</td>\n",
       "      <td>-0.363</td>\n",
       "      <td>0.28</td>\n",
       "      <td>-49.56</td>\n",
       "      <td>-4843.68</td>\n",
       "      <td>25.43</td>\n",
       "      <td>-46.84</td>\n",
       "      <td>9.31</td>\n",
       "      <td>41.727420</td>\n",
       "      <td>41.429647</td>\n",
       "      <td>4797810.0</td>\n",
       "      <td>1.07816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002164</th>\n",
       "      <td>宁波东力</td>\n",
       "      <td>4.40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.97</td>\n",
       "      <td>-4.564</td>\n",
       "      <td>3.36</td>\n",
       "      <td>112.69</td>\n",
       "      <td>-4796.91</td>\n",
       "      <td>2.45</td>\n",
       "      <td>-26.92</td>\n",
       "      <td>4.30</td>\n",
       "      <td>30.071933</td>\n",
       "      <td>18.917567</td>\n",
       "      <td>34902618.0</td>\n",
       "      <td>7.93343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000806</th>\n",
       "      <td>银河生物</td>\n",
       "      <td>6.98</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.70</td>\n",
       "      <td>-0.106</td>\n",
       "      <td>0.99</td>\n",
       "      <td>-28.47</td>\n",
       "      <td>-4687.60</td>\n",
       "      <td>23.45</td>\n",
       "      <td>-20.10</td>\n",
       "      <td>6.69</td>\n",
       "      <td>73.584097</td>\n",
       "      <td>46.726191</td>\n",
       "      <td>129380343.0</td>\n",
       "      <td>18.52397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600501</th>\n",
       "      <td>航天晨光</td>\n",
       "      <td>4.21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.68</td>\n",
       "      <td>-0.156</td>\n",
       "      <td>3.50</td>\n",
       "      <td>2.06</td>\n",
       "      <td>-4652.23</td>\n",
       "      <td>24.04</td>\n",
       "      <td>-3.73</td>\n",
       "      <td>8.55</td>\n",
       "      <td>36.019748</td>\n",
       "      <td>36.019748</td>\n",
       "      <td>18105521.0</td>\n",
       "      <td>4.29770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600302</th>\n",
       "      <td>标准股份</td>\n",
       "      <td>3.46</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.78</td>\n",
       "      <td>-0.097</td>\n",
       "      <td>1.00</td>\n",
       "      <td>-1.31</td>\n",
       "      <td>-3933.05</td>\n",
       "      <td>20.39</td>\n",
       "      <td>-6.43</td>\n",
       "      <td>6.05</td>\n",
       "      <td>20.933593</td>\n",
       "      <td>20.933593</td>\n",
       "      <td>5697585.0</td>\n",
       "      <td>1.64665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600610</th>\n",
       "      <td>*ST毅达</td>\n",
       "      <td>3.76</td>\n",
       "      <td>0.0</td>\n",
       "      <td>300.10</td>\n",
       "      <td>-0.020</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-3843.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.73</td>\n",
       "      <td>39.958543</td>\n",
       "      <td>14.008932</td>\n",
       "      <td>9753798.0</td>\n",
       "      <td>2.59703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600610</th>\n",
       "      <td>*ST毅达</td>\n",
       "      <td>3.76</td>\n",
       "      <td>0.0</td>\n",
       "      <td>300.10</td>\n",
       "      <td>-0.020</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-3843.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.73</td>\n",
       "      <td>39.958543</td>\n",
       "      <td>14.008932</td>\n",
       "      <td>9753798.0</td>\n",
       "      <td>2.59703</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           简称    流通股  市盈率     市净率   每股收益  每股公积    收入同比     利润同比    毛利率    净利率  \\\n",
       "code                                                                            \n",
       "300163   先锋新材   3.30  0.0    3.66 -0.315  0.20  -17.18 -6472.94  41.65 -35.08   \n",
       "300090   盛运环保  11.42  0.0    1.14 -0.159  1.66  -52.62 -5737.62  28.11 -35.91   \n",
       "600238  *ST椰岛   4.45  0.0    7.01 -0.363  0.28  -49.56 -4843.68  25.43 -46.84   \n",
       "600238  *ST椰岛   4.45  0.0    7.01 -0.363  0.28  -49.56 -4843.68  25.43 -46.84   \n",
       "002164   宁波东力   4.40  0.0    5.97 -4.564  3.36  112.69 -4796.91   2.45 -26.92   \n",
       "000806   银河生物   6.98  0.0    3.70 -0.106  0.99  -28.47 -4687.60  23.45 -20.10   \n",
       "600501   航天晨光   4.21  0.0    1.68 -0.156  3.50    2.06 -4652.23  24.04  -3.73   \n",
       "600302   标准股份   3.46  0.0    1.78 -0.097  1.00   -1.31 -3933.05  20.39  -6.43   \n",
       "600610  *ST毅达   3.76  0.0  300.10 -0.020  0.36    0.00 -3843.40   0.00   0.00   \n",
       "600610  *ST毅达   3.76  0.0  300.10 -0.020  0.36    0.00 -3843.40   0.00   0.00   \n",
       "\n",
       "         收盘价        总市值       流通市值          成交量       换手率  \n",
       "code                                                       \n",
       "300163  4.15  19.671000  13.677076    7514414.0   2.28008  \n",
       "300090  2.64  34.846757  30.150808   86319327.0   7.55811  \n",
       "600238  9.31  41.727420  41.429647    4797810.0   1.07816  \n",
       "600238  9.31  41.727420  41.429647    4797810.0   1.07816  \n",
       "002164  4.30  30.071933  18.917567   34902618.0   7.93343  \n",
       "000806  6.69  73.584097  46.726191  129380343.0  18.52397  \n",
       "600501  8.55  36.019748  36.019748   18105521.0   4.29770  \n",
       "600302  6.05  20.933593  20.933593    5697585.0   1.64665  \n",
       "600610  3.73  39.958543  14.008932    9753798.0   2.59703  \n",
       "600610  3.73  39.958543  14.008932    9753798.0   2.59703  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sort_values('利润同比',ascending=True)[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_data_plot('000953','2010-01-01','ST河化')\n",
    "#ST河化在股市低迷的时候反而表现比青松建化好\n",
    "#各项财务指标一塌糊涂"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 每股收益"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>简称</th>\n",
       "      <th>流通股</th>\n",
       "      <th>市盈率</th>\n",
       "      <th>市净率</th>\n",
       "      <th>每股收益</th>\n",
       "      <th>每股公积</th>\n",
       "      <th>收入同比</th>\n",
       "      <th>利润同比</th>\n",
       "      <th>毛利率</th>\n",
       "      <th>净利率</th>\n",
       "      <th>收盘价</th>\n",
       "      <th>总市值</th>\n",
       "      <th>流通市值</th>\n",
       "      <th>成交量</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>600519</th>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>12.56</td>\n",
       "      <td>28.72</td>\n",
       "      <td>9.25</td>\n",
       "      <td>19.689</td>\n",
       "      <td>1.09</td>\n",
       "      <td>23.06</td>\n",
       "      <td>23.77</td>\n",
       "      <td>91.12</td>\n",
       "      <td>47.34</td>\n",
       "      <td>754.00</td>\n",
       "      <td>9471.731412</td>\n",
       "      <td>9471.731412</td>\n",
       "      <td>4056136.0</td>\n",
       "      <td>0.32289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603444</th>\n",
       "      <td>吉比特</td>\n",
       "      <td>0.41</td>\n",
       "      <td>20.52</td>\n",
       "      <td>5.17</td>\n",
       "      <td>7.090</td>\n",
       "      <td>14.84</td>\n",
       "      <td>8.90</td>\n",
       "      <td>14.30</td>\n",
       "      <td>91.46</td>\n",
       "      <td>43.70</td>\n",
       "      <td>192.97</td>\n",
       "      <td>138.711130</td>\n",
       "      <td>79.596671</td>\n",
       "      <td>1917511.0</td>\n",
       "      <td>4.64871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000661</th>\n",
       "      <td>长春高新</td>\n",
       "      <td>1.70</td>\n",
       "      <td>45.96</td>\n",
       "      <td>8.74</td>\n",
       "      <td>5.917</td>\n",
       "      <td>11.56</td>\n",
       "      <td>31.03</td>\n",
       "      <td>52.05</td>\n",
       "      <td>85.10</td>\n",
       "      <td>18.73</td>\n",
       "      <td>271.92</td>\n",
       "      <td>462.569271</td>\n",
       "      <td>462.285335</td>\n",
       "      <td>3846265.0</td>\n",
       "      <td>2.26240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601155</th>\n",
       "      <td>新城控股</td>\n",
       "      <td>22.46</td>\n",
       "      <td>8.27</td>\n",
       "      <td>2.84</td>\n",
       "      <td>4.690</td>\n",
       "      <td>1.17</td>\n",
       "      <td>33.58</td>\n",
       "      <td>74.02</td>\n",
       "      <td>36.69</td>\n",
       "      <td>19.38</td>\n",
       "      <td>38.44</td>\n",
       "      <td>867.484777</td>\n",
       "      <td>863.356321</td>\n",
       "      <td>19108819.0</td>\n",
       "      <td>0.85080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002304</th>\n",
       "      <td>洋河股份</td>\n",
       "      <td>12.44</td>\n",
       "      <td>17.78</td>\n",
       "      <td>5.12</td>\n",
       "      <td>4.671</td>\n",
       "      <td>0.49</td>\n",
       "      <td>24.22</td>\n",
       "      <td>26.11</td>\n",
       "      <td>73.03</td>\n",
       "      <td>33.57</td>\n",
       "      <td>110.71</td>\n",
       "      <td>1668.386415</td>\n",
       "      <td>1377.289765</td>\n",
       "      <td>6119310.0</td>\n",
       "      <td>0.49189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601318</th>\n",
       "      <td>中国平安</td>\n",
       "      <td>108.33</td>\n",
       "      <td>12.35</td>\n",
       "      <td>2.48</td>\n",
       "      <td>4.450</td>\n",
       "      <td>7.17</td>\n",
       "      <td>13.19</td>\n",
       "      <td>19.72</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.58</td>\n",
       "      <td>71.54</td>\n",
       "      <td>13077.684705</td>\n",
       "      <td>7749.688182</td>\n",
       "      <td>140546408.0</td>\n",
       "      <td>1.29743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300751</th>\n",
       "      <td>迈为股份</td>\n",
       "      <td>0.13</td>\n",
       "      <td>50.26</td>\n",
       "      <td>7.53</td>\n",
       "      <td>4.260</td>\n",
       "      <td>13.67</td>\n",
       "      <td>65.55</td>\n",
       "      <td>30.58</td>\n",
       "      <td>39.55</td>\n",
       "      <td>21.70</td>\n",
       "      <td>165.22</td>\n",
       "      <td>85.914400</td>\n",
       "      <td>21.478600</td>\n",
       "      <td>686942.0</td>\n",
       "      <td>5.28417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600585</th>\n",
       "      <td>海螺水泥</td>\n",
       "      <td>40.00</td>\n",
       "      <td>6.81</td>\n",
       "      <td>1.82</td>\n",
       "      <td>3.909</td>\n",
       "      <td>2.00</td>\n",
       "      <td>55.46</td>\n",
       "      <td>111.20</td>\n",
       "      <td>41.39</td>\n",
       "      <td>26.63</td>\n",
       "      <td>35.50</td>\n",
       "      <td>1881.252416</td>\n",
       "      <td>1419.894416</td>\n",
       "      <td>23062668.0</td>\n",
       "      <td>0.57661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300618</th>\n",
       "      <td>寒锐钴业</td>\n",
       "      <td>1.14</td>\n",
       "      <td>16.47</td>\n",
       "      <td>8.61</td>\n",
       "      <td>3.653</td>\n",
       "      <td>1.88</td>\n",
       "      <td>126.54</td>\n",
       "      <td>124.94</td>\n",
       "      <td>53.74</td>\n",
       "      <td>32.48</td>\n",
       "      <td>80.20</td>\n",
       "      <td>153.984000</td>\n",
       "      <td>91.415168</td>\n",
       "      <td>8758828.0</td>\n",
       "      <td>7.68426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000651</th>\n",
       "      <td>格力电器</td>\n",
       "      <td>59.70</td>\n",
       "      <td>9.60</td>\n",
       "      <td>3.12</td>\n",
       "      <td>3.511</td>\n",
       "      <td>0.02</td>\n",
       "      <td>34.11</td>\n",
       "      <td>36.59</td>\n",
       "      <td>30.15</td>\n",
       "      <td>14.20</td>\n",
       "      <td>44.95</td>\n",
       "      <td>2704.071030</td>\n",
       "      <td>2683.432190</td>\n",
       "      <td>39902264.0</td>\n",
       "      <td>0.66840</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          简称     流通股    市盈率   市净率    每股收益   每股公积    收入同比    利润同比    毛利率  \\\n",
       "code                                                                      \n",
       "600519  贵州茅台   12.56  28.72  9.25  19.689   1.09   23.06   23.77  91.12   \n",
       "603444   吉比特    0.41  20.52  5.17   7.090  14.84    8.90   14.30  91.46   \n",
       "000661  长春高新    1.70  45.96  8.74   5.917  11.56   31.03   52.05  85.10   \n",
       "601155  新城控股   22.46   8.27  2.84   4.690   1.17   33.58   74.02  36.69   \n",
       "002304  洋河股份   12.44  17.78  5.12   4.671   0.49   24.22   26.11  73.03   \n",
       "601318  中国平安  108.33  12.35  2.48   4.450   7.17   13.19   19.72   0.00   \n",
       "300751  迈为股份    0.13  50.26  7.53   4.260  13.67   65.55   30.58  39.55   \n",
       "600585  海螺水泥   40.00   6.81  1.82   3.909   2.00   55.46  111.20  41.39   \n",
       "300618  寒锐钴业    1.14  16.47  8.61   3.653   1.88  126.54  124.94  53.74   \n",
       "000651  格力电器   59.70   9.60  3.12   3.511   0.02   34.11   36.59  30.15   \n",
       "\n",
       "          净利率     收盘价           总市值         流通市值          成交量      换手率  \n",
       "code                                                                    \n",
       "600519  47.34  754.00   9471.731412  9471.731412    4056136.0  0.32289  \n",
       "603444  43.70  192.97    138.711130    79.596671    1917511.0  4.64871  \n",
       "000661  18.73  271.92    462.569271   462.285335    3846265.0  2.26240  \n",
       "601155  19.38   38.44    867.484777   863.356321   19108819.0  0.85080  \n",
       "002304  33.57  110.71   1668.386415  1377.289765    6119310.0  0.49189  \n",
       "601318  10.58   71.54  13077.684705  7749.688182  140546408.0  1.29743  \n",
       "300751  21.70  165.22     85.914400    21.478600     686942.0  5.28417  \n",
       "600585  26.63   35.50   1881.252416  1419.894416   23062668.0  0.57661  \n",
       "300618  32.48   80.20    153.984000    91.415168    8758828.0  7.68426  \n",
       "000651  14.20   44.95   2704.071030  2683.432190   39902264.0  0.66840  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#每股收益最高的十家股票\n",
    "data.sort_values('每股收益',ascending=False)[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "每股收益最高的十只股票平均价格为146.074元，平均市盈率为17.726000000000003\n"
     ]
    }
   ],
   "source": [
    "p=data.sort_values('每股收益',ascending=False)['收盘价'][:10].mean()\n",
    "pe=data.sort_values('每股收益',ascending=False)['市盈率'][:10].mean()\n",
    "print(f'每股收益最高的十只股票平均价格为{p}元，平均市盈率为{pe}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可见市场其实还是相对理性的，经营业绩好的公司总会被人挖掘出来，给予合理的估值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HHhFsuxeYkO2/szrppFP3OIX/uIiIAGBmB+BD5WxgjotMt5bitvsCnzrn1gWzQAxyHTSDg5ldjA9gf3dp+ouD2xYAxS7x4MqcZn6RnNXOuY3Z3pdMmFmJi8zu0cxtion0dTvnKoLxc/DLxaf9c+xo5hdOWuFanltdRKTTKXSLiIiIiHQyTRkoIiIiItLJFLpFRERERDqZQreIiIiISCfLypSBeXl5rrS0NBtPLSIiIiJbkU2bNjnnXNYLzVkJ3aWlpVRVdZtJBkRERESkmzKz6mzvA6i9RERERESk0yl0i4iIiIh0MoVuEREREZFOlpWe7lTq6upYsmQJNTVpFzwToKSkhKFDh1JYWJjtXREREZFOpHyUuVzPR1lZkbKsrMwlH0i5YMECevXqxYABAzCzLt+n7sI5R3l5ORs3bmTEiBHZ3h0RERHpRMpHmUmXj8xsk3OuLEu7FtNie4mZ9TOz/zOzuWZ2bzB2v5nNNrOrIrdrMtYaNTU1+kBlwMwYMGCAvvGKiIhsBZSPMtMd8lEmPd2nAY8458YCvczsCiDfOTcBGGlmO5vZ8cljbdkZfaAyo/dJRERk66H/9zOT6+9TJqG7HPiWmfUFdgBGAE8E26YD+wMTU4wlMLNzgmr53Pr6+vbu9xYrG+0+IiIiItK5Mgnds4BhwIXAx0ARsDTYthYYDJSlGEvgnJvinBvrnBtbUJAzx282sW7dOmbMmMGMGTO48sorueyyy2LXly5dGrvdTTfdxAsvvJBw34aGBvbbbz8AlixZwltvvcW0adMYP348c+fOZdasWeyyyy7MnTuXOXPmsGzZsoT7v/HGGxx11FEK3iIiIpKTJk6cSG1tbZPxe++9l2XLluGcI7m42tjYSGNjI+APDD3ggAMAOP300/n8888BeOutt/jggw9i97nmmmt45ZVX+M1vfsONN97Ixo0bOfzww2loaOisl9bpMgnd1wLnOud+B3wCnAKEa7j3DB6jMsVYt/TOO+/wl7/8hfr6evLy8sjLy6O+vp7XXnuN559/PnY7M6O4uBiAgw8+GID8/HzC5e2//vpr3nzzTd5//30qKyuZO3cu8+fPp7q6mrlz5/LWW2+xfPny2OOtX7+eCy+8kD/+8Y+YGZdccgmffPJJF75yERERkfTWrVtHUVFRk/HRo0czefJk3nvvPQ499FAmTZpEnz59mDRpEoceeijPPvssAIWFheTn58cuX3311Zxyyik88cQTVFZWAlBZWUnv3r2ZPXs2q1at4vPPP2fRokWUlZWRn5+fEOK7k0xKzv2AUWb2JjAeuBHfPvImsBfwKbAkxVjbXXwxvPtuux6iidGj4fbbW7xZ7969WbhwIddffz0rV67EOcdbb72Fc46LL744djszi/UOlZWVJYwD7LfffvTq1YsLLriAzZs38/zzz+Oco6amhqeeeopHHnmEwYP9DwLr1q3jxBNP5MYbb2SvvfYC4KyzzuKkk05i6tSpDB8+vKPeBREREemmLr74Yt7t4Hw0evRobs8gH4WifdPOORoaGigoKGD8+PE8+OCD9OzZk1dffRWAfffdl5dffjl2+9mzZ/PLX/6S+fPnc+aZZ5Kfn891113HrrvuCsDMmTP5+uuvyc/Pp7y8nLvuuovRo0ez3377cdddd/HFF19w4IEH8sUXX/Dss88ybty4DnoXukYmofsG4AF8i8ls4DZgppltBxwB7Au4FGPdzssvv8zbb7/NMcccA/hqtXOOYcOGAfDZZ58xdepUpkyZwsSJE3n++eepqKgA/M8gl19+ecLjjRo1itdee43p06dTXl7O6NGjueKKK/jZz37GNttsE7vd97//fRYuXMgNN9zArbfeGquwjxgxgiOPPJKZM2cyYMCALnoXRERy26pVq8jLy2PgwIHZ3hWR7iFsW+2gAw333dfHvMbGRsaOHcvuu+/OvHnz2G+//Tj77LN59tlnOfroo2O3b2hoIC8vjwkTJvDqq68yceJE7rzzTh555BFuv/12Bg8ejHOOOXPmcOedd1JUVMTChQv5z//8Tz799FNWrFjB/Pnz+cMf/sA3vvEN7r333m4XuCGD0O2cewvYIzpmZhOB7wI3Oec2NDfWZq34xtWRJk2axD777MMJJ5yQMP7xxx8Dvl9p+PDh3HHHHTjnGDduHE8++SQAY8eOZcqUKbH7zJ49m1//+texn0FmzpyJmTFq1CjuuOMO7rjjDv7whz8wfvx47r//fvr168fgwYObHHn7+uuv07dv305+5SIi3Uf4K6GOf5GtTWsq0gnmzvXnY8d2yH68+eabTcZmzZrF9OnTAbjjjjs49thjAZ+t6uvrue+++9huu+2YOnUq8+bN45577sE5x+effx7r6959993ZaaedWLJkCddeey0PPfQQl156KYWFhfz617/m7bffpqioiJEjR3bI6+hqbTqi0Tm3jvhsJc2OdUdmRkFBAS+88AJTp05lt912Y5ddduGMM85g8+bNLFy4kDFjxrBy5UqOOOIIGhsbefjhh/n+978fC+AA48eP5+WXXyY/P5/HH3+cXr16sWzZMubMmYNzjn333ZdRo0YBsHr1ag488MBYRT20ePFiHnrooVjvk4iIiEiuysvLi52HRcRoe8ljjz3G6tWrGTNmDFdccQVnnXUWv/rVr9h+++0BuOCCCwBYtGgRV111FZ9//jnvvfce7777LgsWLOD4448H4IgjjujKl9Vhuu0Bj52lrq6O0tJSGhoauOWWW1i1ahWffvopo0aNoqSkhJ122ombbrqJjz76iF133ZWTTz4Z8AdRhpfBf+Dq6uq46qqrmD59Ok8++WQsPJsZs2fPpkePHgAUFRVx7LHHMnfu3ITTj3/845xdylREJBtU3RbJXXPnzmXq1KnNbv/xj3/MhRdeGLtuZrHZ3WbNmhUb/853vsNJJ53EoYceyqmnnsp//Md/UFhYyJgxY3j22WfZZ599OvV1dJbcnbsvCxoaGqiqquL000/nuOOO46STTqJXr1789re/pby8nFGjRjFy5Eg+++wz+vfvHwvEqf4TeOGFF7jiiiu46KKLuPbaa1m0aFHCFDvht0Hwgf25555rcnDE4sWLOe644zrp1YqIdD9XXnlltndBZKtSX1+PmTX7q3tDQwPOOaqrq3n99de5+eabm9zGOUdjYyPV1dXMnDmT6NTR06ZNo6SkBCBhRpJzzz2XsrIyrr/+eoYNG8aCBQv48MMPKS4uZt68eYztoFaZrqTQHbFx40auvPJKxowZw913382OO+4I+J9DvvrqK/7f//t/HHbYYVxyySUJH6ptt90W8B+8TZs2ATBmzBheeuklBg8eTG1tLZdddhmTJ09O+bx1dXUce+yx3HfffQnjF198ccq5MEVEtlZ33nlntndBpH0aG+FHP4Kf/xwmTerc53IOImuM4FyrD6b861//ypQpU2LFwpKSktiBlOCD8i9+8QsWLFjAAw88wEUXXQT4Xu6ePXsyadIkGhoamDRpEhdeeCGnnnoq1113HeDzz8MPPxybpe2ggw4C/Kxu5513HiNHjuTNN9/ko48+4swzz+Tmm29m8ODBnHjiiTz66KPstNNObX1nssKy8VNdWVmZq6qqShj7+OOP+eY3v9nl+9IWmzZtirWGdISGhgbq6+tj835noju9XyIiHaVfv36sX78egOrq6liFTKTbmDsXwvaIDDJYu/6/r66GDz+MX//2t6GTjhNzznXoMuz19fWxinhYKQ+r7emeK9X7ZWabnHNlKe/QhXKqp7u79Op1ZOAG317SmsDdXd4nEZGOFq2wbdjQvomyRLIiWFAPgJqajO7S5v/3k+9XXd22x8lARwZuIKEFJbm9pbnnyvV8lDOhu6SkhPLy8px/w7LNOUd5ebmqOyKyVYq23Cl0S7cUrLoIZBSC25WPkldtTFqefUvSHfJRzvR0Dx06lCVLlrB69eps70rOKykpYejQodneDRGRLhcuSAYK3bIFqKz0QXjQoGZv0q58VFMDa9bEr9fXQ69ekJczNdcOlev5KGdCd2FhISNGjMj2boiISA6rqKhg2223Zfny5Qrd0v1deik89ZQPxs2sPN2ufDRtGgSrbCeoqoIObpWVlm2ZX3VERGSLtGHDBoYMGQL4AylFup1eveKXn3rKnwcHB3e4cNKKgqQa69dfd87zSVoK3SIi0m1UVFTQr18/wM/8JNLtHH5407HOOp4tDN1ffJE4HkxvLF1LoVtERLqFuro6qqurY6G7MfkgMZHuINWXxc761SYM3T17ph6XLqXQLSIi3cLGjRsBVOmW7i3VDCIZTh3YamFFuyxpiuowdG/eDO+/3znPLU0odIuISLcQ9nD3DKp2Ct3SLaUK3ePGNZ3eryNUVfkVKJPXAgkr66edBnvuCZFZgbY2ZlZgZl+b2YzgNMrMrjOzOWZ2d+R2GY2lo9AtIiLdQjhHd7hAmUK3dEvNzZXdGcG3qspXuZMXkwn34ckn/fnWPRPQnsBjzrmJzrmJQBGwPzAOWGVmk8xs70zGWnqinJkyUEREJJ3NmzcDCt3SzdXXQ0lJ05aSdeugb9+Ofa4wdCdL/rsTtG5twQrMbG7k+hTn3JTg8r7AUWZ2MPA+8CnwtHPOmdmLwBHAhgzHXk67Ex37mkRERDqHQrdsERoaoLS0aejujGkDmwvd9fWJ7Sz/+Af07w/BdJxboHrn3Nhmts0BJjnnlpvZg0ApPngDrAUGA/XAlxmMpaX2EhER6RaS20t++tOfZnN3RNomrHQnS3cw5cKF8MknrX+u5hbBaWjwB1GGLrsMRo5s/eNvGeY755YHl+cClfjgDdATn5UzHUtLoVtERLqF5Eq3SLdUX+8r3cmiITjZiBHwzW+2/rn+/vfUUxTW1zcN+VvvYlMPmdleZpYPHAeU4Xu1AfYCFgJvZziWltpLREQk573yyivMmDEDgNJUgUWku1i7FgYOhK++ShxPF7rboqIC6urg44+bbmtoSB2ynWt60OWW73fAo4ABU4HrgZlm9ifge8FpEXBDBmNpqdItIiI575BDDuF3v/sdAH07+mAzka60fDkMHeovb799fDxon2pizZr45dasXJk8S8rZZyduS9XO8uGHmT/+FsI594Fzbk/n3Cjn3G+cc43AJGAmcIRzbkGmYy09l0K3iIh0K+HiOCLdzsaNvs96/Hj45z8Tl2ePVro3bPDhHOD44+PjlZUtP0ddXeJ56M9/hgVBLmwudG+9LSYJnHPVzrmnnHNftXYsHYVuERHpVhS6pdsKg/S228IhhyQeUBmG7nff9VMHbrcdLFoEcyMz3UWr3qksWwZFRfDww/FK93nn+fP8/PiUhE8+GQ/Y0QOS161r2+uSjCh0i4hItzJo0KBs74JI20RDd7IwdP/jH/GxI45IrD63NK1g2L992mnx2Uj22Se+vSA4lG/WrHil+8QT49X0tWtbfg0AV18No0ZldluJUegWEZFu41vf+hYFBZoDQLqpL4NpnaO93KGwdeSzz+Jjn3wCP/95/HpLB1tGV7UMe8QLC+Nj0b87N9zgz3v2hLuDVcynTUv/+KHrr4cPPmhdj7kodIuISG6rjxwQVlxcTHFxcRb3RqQdPv4Yioth112bbguXYv/00/iYc4nzbLcmdIfy81Nf/vvf/XlJCYQtW48+mv7xk6kdpVVULhARkZy2ORI0iouLycvL45BDDkkYF+kWamv9HN15kZrnhg2+1zoMzNHQDYlBO90COpA6dG/aFL8cDd2hwkL/RaAtli71K1lKRlTpFhGRnFYbmUotrHLn5+drGXjpfmprE9s9AHr3hsGDffguL/d91dEQHJ1KsKUvmmG1PKqqKn45L0XsaynIJ4suH79sWevuu5VT6BYRkZyWXOkGhW7ppurq/OwiyXr39oE5rHJHV5+877745bZUuluaZvBb30q83lKfdvTvnUJ3qyh0i4hITmsudDdGK24i3UGqSjdAnz4+MIcHUY4dm/r+benpLitr/vb/+Ic/kBLgD3/w58nzeyeLLrqj0N0qCt0iIpLTUrWX5OXlqdIt3U9dXfOhO6x0FxbCbbelDsstVbo3bICdd4Zrr/XXBw+G889v/vaDB8cvl5b685YWyFHobjOFbhERyWlqL5Fuobo6sX/nfhhKAAAgAElEQVQ6ldra1O0l0dC9006++nzXXU1vl0mlu3fveAvIeeelDvmhsMoN8f1qbjn6ULQSrtDdKgrdIiKS0xS6pVsYNiwxxCYbMQKeeSZ1CO7dO95esssu8dsny6Snu3fveDBOFfBffDF+OTodYaahW5XuNlPoFhGRnKbQLd3C6tXpty9c6M/TtZeUl8dbPnbeuentnn8+MfQmW7kSBg2Kt4iELSNRhx4avxwN3eGMKS1V0xW626zF0G1m55nZjOD0rpnda2b3m9lsM7sqcrsmYyIiIu2lKQNli5IqCPfpAxs3+lPYy927d9PbvfoqTJ3a/GMvWQI77ADnnguHHw6nn970NtG5uttT6R4yxC9rrwOaM9Zi6HbO/bdzbqJzbiIwE/gSyHfOTQBGmtnOZnZ88lin7rWIiGw1UlW68/LycFqCWrqjaNAN9enjz6uq4qG7uVlHzFKPNzT4Cnfv3n7KwRdeiK802Zxo+0mmoXvWLH++447+OVuq8EtMxu0lZrY9MBgYCjwRDE8H9gcmphhLvv85ZjbXzObWp/tpREREJKK50K0pA6VbSlXpjla1w7AdDdeXXAI/+5m/3NgI774LDz2U+Bgvv+zPW5qXOyr6HJm2l/zHf/jz7bf352oxyVhrerovAP4bKAOWBmNr8UE81VgC59wU59xY59zYggKtPi8iIplJ1V5iZgrd0j2lqnSXlMQvRyvczvnTrbfCxRf7sfp6P4/3T36S2F/9u9/587lz27ZfmVa6Q8OG+fOZM9v2fFuhjEK3meUBBwMzgEog/JrWM3iMVGMiIiLtpvYS2aKkqnRHD65srq0kLFg2NMSnBFy+PL49HIv2bLdGGLpbqnSXlMB++8EvfuGvX3SRP//f/21dlX0rlGk4PgD4t/P/wr1NvH1kL2BhM2MiIiLtpvYS2aLsvnvTsWgHQHOhOwzT0er2xo3xy4MG+fPkZd0zFbaXHHoo/Pa3zd+urg4mTvQHbIbefhuOPz5ejZeUMu3zOBx4Lbj8LDDTzLYDjgD2BVyKMRERkXZLFbrVXiLd1hFHNB2LVqdbqnQ3F7rHjvVTCt54Y8v7cOWVfnrBqOhBldddlzp4O+cr6oWFidX5sK87WnmXJjKqdDvnfu2ceya4XIE/cPJN4GDn3IZUY52zuyIisrWJ9nQXBcFA7SXSbe26a9Ox6BfIXr1S3y8M3UuXxsei7RybNvnWj7Binc6NN8IDDySOpVpI5/TT/cGWYdBvbtGdior0+y5AG3uvnXPrnHNPOOdWpBsTERFpr+baS8rLy5k3b162dkukdQoK4OSTU0/5Fw3dg5vMReGF1fAbboiPRSvdmzalPkgzU6lC94MP+vPbb/fn4Rfg5AV+1q3z5+lW5BQd8CgiIrmtufaS2tpa9t5772ztlkjrlJU1H6ijoXvIkNS3CSvd1dXx+bcrK/2y7rNmtT90J1fIo1X0zz7z5+vX+/PwV6b/+i9/HoZuVbrTUugWEZGc1lylWyQnpVqLpKbGL/Pe3Oc2Grr79k19m2jf9zbb+PONG+F734MDDuj4SvfVV8cvhyE/rHhPmeLPw4q3QndG9K+WiIjktFTzdEdDt3q7Jesefjh++euvm24/5RR/vmpV6vtHQ3dzK05GZzgZONCfh73U0P7QHa6KGVq1CvbZx18OD+4cMcKfH3dc4j6tXevP1V6SlkK3iIjktJYq3Q3h/MQi2RKuBgnw5ZeJ2/7xDz+HNcTbM5Jl8hmOVrr794fttoM5c+Jj7Q3dyfcdOtQvSw9w7bX+dfTv76+Hq2MmV7q1+GFaCt0iIpLTmuvpDil0S9atiMwh8cUXiduefDJ+OVqZjpowoeXniAba2lo46CDfzx1qb+iOKinxS81/9FF87Oqr4wdShv3fyaFb03impdAtIiI5raX2EoVuybqFC+OXk0P3t78dvxydbSRqp53iS743p6gITjvNX37xRf+4yVMGdlTo7tULpk9PHCssjK9WGfZ/h18EFLozotAtIiI5raX2kvpUB66JdKVo2ExuL4m2hbT3s/q3v/nzUaOaBuyOCN3Tp8O556Zeqr6oKF7pDkN3WOn+4AN/rtCdlppvREQkp0VDd48gVKi9RHJKfj6cdJJfkXFD0vqAkc9vbHGZtjKDTz/1vdVTpyZuq6pqfjXLTH33u/60yy5Nt5WUxF9L2F4S/UIBmfWmb8VU6RYRkZy2efNmvvWtb/Hmm2+y/fbbA2ovkRxTX+9bLaLV4FD0entDN/hAPHBg02r00qUd29OdbMSIppXu5JlWVOlOS6FbRERyWm1tLWVlZYwfPz42ptAtOaWuzofuwsLEYF1Xl1j57ojQHUrVAvL22x3z2KmWki8qile6w7aS5B50he601F4iIiI5bfPmzbFe7pDaSySnhJXu5NB98MHw+uvx650dusP5stsrVaV782Zf6S4szGyRH2lClW4REclpqUK3DqSUnNJce0kYuMOVGjsydKeqRicvcNNWYeg+7jhfqR80yK+qWVubuHJlcqVbX4DTUugWEZGc1lLoVqVbsq65Sndo9Gh//tvfdtxzhi0eUeHy8O0V/n0rKIDevf0y8Js3+1OqsB9SpTsttZeIiEhOq62tpShaXUOhW3JMfb0Pwc2F7sGD08/B3RbhHNn9+8MZZ8A3vuFnUOkIYaU7fI7PPvOnn/0sfaVboTsthW4REckZtbW1/Pvf/+aAAw6IjaWqdEdbShS6JevSzV4CMGBAxz9nGIiHDYNbbunYx05ecTL05ZeJoTuZQndaai8REZGccfnll3PggQfy/vvvx8ZShe7y8vLYZfV0S9a11F7Sv3/HP2fPnv588OCOf+zkSnfoX/9K316iL8BpKXSLiEjOePfdd4HEUJ2qvSS63XX0z/YirXHvvb7XOV3ojkx32WF23RUeeAAefrjjHzsM3akC9m67xS/vuac/D3vWu3Gl28wGm9k7ZlZgZl+b2YzgNCrYfp2ZzTGzuyP3aTKWjkK3iIjkjMbgP+3olICpKt1r1qyJXVbolqxYuxamTfPLpoPvb462lzQ0+NA6ahQce2zn7MMZZ3RO60r4xWHYMH8+c2Z8209/Gr+8xx6wcSO88w707dv+Ze6z62agFNgTeMw5NzE4vW9mewP7A+OAVWY2KdVYS0+g0C0iIjkjDNDRPu2WQndjN66uSTd2yilwzDHx60VFvtK9aRPsvjusWeMr4Kedlr19bKtly/z5yJH+fP/946tPJs+QEra59OsH69Z1zf61XoGZzY2czoluNLNDgCpgBbAvcJSZvWVm95tZAXAQ8LTz/0C9CBzQzFhaCt0iIpIzwgB96KGH8te//hXwoTvd7CWqdEtWLF6ceP2AA+IHHn78sZ/tAzpuGr+utHSpPx8+PD4W/j1rbqn5IUNgxYpO3a12qHfOjY2cpoQbzKwIuBr4ZTA0B5jknBsHFAJHAmVA8KawFhjczFhaCt0iIpIzhg4dGrv8yCOP0NDQQGNjY5NK9zPPPBOb4USVbsmKcMGbUH5+4sweYQDt3bvr9qmj7LSTP4+G7lBZWer79Ozpq/zdzy+Be5xz64Pr851zy4PLc4GdgUp86wlAT3x+TjWWlkK3iIjkjPz8/NjlMWPGsHnzZoAmoXvkyJFcfvnlgCrdkiXJ4XOnnRKn2Fse5LaOWiWyK91/v+/jTlWlb67S3dx0iblvEnCBmc0ARgP/MLO9zCwfOA54D3gb378NsBewsJmxtDRPt4iI5IzKysrY5X79+sVCd3J7CcQPtlSlW7Ii7GUGuOMOGDo0sdJ98cX+vDuG7j59fB931PDhsHBh81MUdtPQ7Zw7MLwcBO8LgUcBA6Y65142szzgBjP7E/C94LQoxVhaCt0iIpIzqqqqYpcbGhqoqKgAoE+K4BL2davSLVkRDd1hEI1WusPPZXdsL0nltddgyZKmc3eHumnojnLOTQwu7pk03hjMTvJ94E/OuQUAqcbSUXuJiIjkjMrKSg477DDAh+61a9cC0D/F4iJh6FalW7IiGrrDlovkFRyhe1a6U9lhB5gwofntRUV+tpYtlHOu2jn3lHPuq3Rj6ajSLSIiOWHDhg3MmTOHkmBhjoaGBjZs2ABA3759m9xe7SWSVdHQXRocTzdoUNPbbSmV7pZsAZXuzqbQLSIiOeHLL78EoKamhry8PP75z3/y8ssvA6l7utVeIlkVbbMIK90jRjS9Xbi645ZOobtFCt0iIpITCiM/zefl5fH666/Hrhek6CNVpVuyKvq5C0P3zjtnZ19ygUJ3i9TTLSIiOSGcqeTPf/5zwtSBkDp0q9ItWRVZNTU2tV605WRro9DdIoVuERHJCTU1NQDstNNOGYVuVbolq1KF7q2ZQneLFLpFRCQnhKG7pKSkSehOvg6qdEuWRUN39PM5dSpcemnX70+2FRX5lpvo+yIJFLpFRCQnpAvdqnRLzgk/d8kzlhx9NNxyS9fvT7aFBzur2t0sHUgpIiI5IQzdxcXF6umW3NfQ4BfFWbEi9fbnnoPi4q7dp2yKhu5wCkVJkHGl28zuMbOjg8v3m9lsM7sqsr3JmIiISKZU6ZZupaEhsa0k2THHwOGHd93+ZFv4BUOV7mZlFLrN7ABgiHNumpkdD+Q75yYAI81s51RjnbjPIiKyBYqG7rCKHUpX6VbolqxoKXRvbcJK97RpECxqJYlaDN1mVgj8D7DQzI4FJgJPBJunA/s3M5b8OOeY2Vwzm1tfX9/+PRcRkS2KDqSUbkWhO1EYus86C374w+zuS47KpNL9E+Aj4CZgHHABsDTYthYYDJSlGEvgnJvinBvrnBubqmIhIiJbt08++QTwoTv5/wm1l0jOaWxU6I6Krho7b1729iOHZRK6vw1Mcc6tAB4GXgPCDvmewWNUphgTERHJyIsvvsjdd98N+NAdXZ0S0reXvP/++52/gyLJGhogT3EnJhq6q6uztx85LJNPyxfAyODyWGA48faRvYCFwNspxkRERDLy2WefxS4XFBTEqte/+MUvuO222+jbt2+T+4SV7l/96lcsWrSoa3ZUJKT2kkQK3S3KpM/jfuAvZnYyUIjv355qZtsBRwD7Ag6YmTQmIiKSkf79+8cumxnhsT+77bYb559/fsr7RA+2LC8vZ9iwYZ27kyJRCt2JoqFbx1mk1GLods5tBBI64s1sIvBd4Cbn3IbmxkRERDLRs2fPhOsNwap2PXr0aPY+YaVbJCvU050oGrolpTYd0eicW0d8tpJmx0RERDKRPKtVGLrLysqavU/ytIIiXUo93YkUulukT4uIiGRdXV1dwvXWVro1baB0ObWXJFLobpFCt4iIZF1y6A4r36p0S85S6E6k0N0i/YslIiJZVxssHf3rX/8agM2bNwMK3ZLD1NOdSKG7RfoXS0REsi6sdE+ePBmIV7qLi4ubvY/aSyRrfvMbeOkl9XRHJYdu/Z1sQp8WERHJujB0h4vihCG6KE31TKsbS9b88Y/+XJXuuOS/q8GvVRKn0C0iIlnXltCdrvVEpEsodMcl/10tLYWf/hQ+/TQ7+5ODFLpFRCTrFLqlW1Lojkv1d/WBB2C33bp+X3KUQreIiGRdc6E7vJ5KNHSHy8aLdLpgOksAPvooe/uRa9Icf8FRR8Gll3bdvuQoNcSJiEjWLV++HIj3aWdS6c6PVBkbokFIpDMFM+0AsGxZ9vYj16SbveTvfwf9MqVKt4iIZN8999wDxGckyaTSHRWtdK9bt06zmUjnSZpTXgLRVpvS0qbbU41tZRS6RUQkZ6WrdEeFle7ly5fTv39//hjOLiHS0RS6U4tM4cnw4U23a7YhhW4REcmuVFXp8ePHA5lXuqOhG+DJJ5/soL0TSRKG7j33hGeeye6+5KpUofv++7t8N3KNvnaIiEhWVVZWNhl74YUX+OyzzxIWwEknbC8JQ3rysvIiHeaNN/z5hRfCD36Q3X3JVWHo7tEDNm3K6q7kElW6RUQkq9asWdNkrG/fvowbNy7jxwgr3eHS8OGKliId7oQT/HmGXwi3Ssce688ffxy22cZfHjkye/uTI1TpFhGRrFq9enW7HyMM3WGFW6FbOkX0F5TttsvefuS6ceOguhpKSmCHHWDVKvjb37K9V1mnSreIiGRVWOmePXt2mx8jbC9R6JZOtW6dP//e9+Dww7O7L7mssNAHboDHHoMzzoDgOI2tmSrdIiKSVWGle9CgQW1+jORKt0inqK725z/8odpL0onOVLLzzn5lSlGlW0REsiusdA8cOLDV973ooosAhW7pIuFBgT16ZHc/cl2Gsw5tbRS6RUQkq9asWUNhYSG9e/du9X3POussIN5eUhtdLVCkoy1d6s8VutPLU7xMRe+KiIhkVWVlJWVlZRlPDxgVzlYSVrrD6Qfz9J++dIZf/cqfl5dndz9ynVpvUtK/SiIiklW1tbUUFxe36b75wdLTYej+4IMPANh55507ZudEog46yJ+feGJ290M6nJkNNrN3gsv3m9lsM7sqsj2jsXQUukVEJKu++OKLNvdihxXtsL0kPCgzupKlc4514awTIu3hnG8t6dUr23siHe9moNTMjgfynXMTgJFmtnOmYy09gUK3iIhk1b/+9S/Wrl3bpvsmV7pXrVoFJB5Qefnll9O/f/+UK1+KtMrGjQrc3VOBmc2NnM6JbjSzQ4AqYAUwEXgi2DQd2L8VY+l3ol0vQUREpB3aO592GLrDSvcnn3wCJIbuW265BYDq6mp69uzZrueTrdzGjdCGA34l6+qdc2NTbTCzIuBq4AfAs0AZEBwxy1pgTCvG0lLoFhGRrGlrhTsUPZAyeiBmqnaVMJiLtJkq3VuiXwL3OOfWB/+GVAKlwbae+K6QTMfSUnuJiIhkTThHd1uFle5N4fzJgTB0b9iwITam0C3tptCd3h13wI9/nO29aK1JwAVmNgMYDRxNvFVkL2Ah8HaGY2mp0i0iIlkThu7Jkye36f5h6C6PTOFWUlISC90LFy6MjSt0S7s45+fp3mOPbO9J7vrFL/ypG3HOHRheDoL3McBMM9sOOALYF3AZjqWlSreIiGRNGJbDRW5aK2wvSQ7d4SI5qnRLh/nnP+HLL+G447K9J9JJnHMTnXMV+IMk3wQOds5tyHSspcdXpVtERLKmPUvAQ7zSHW1T6dGjR6zSffTRR8fGFbqlXW65BQYPhlNOyfaeSCdzzq0jPjNJq8bSUaVbRESyJgzLAwYMaNP9U7WXlJaWxkJ3RUVFbFyhW9rspZfghRdg8mRo40JOIgrdIiKSNWvWrKFHjx6Ulpa2fOMUUrWXREN3lEK3tNlhh/nzc8/N7n5It6bQLSIiWbNmzZo2t5ZA6vaS5kJ3uICOSJsMGgTt+KyKKHSLiEjWlJeXd1noVqVb2qxHD/jJT7K9F9LNpQ3dZlZgZl+b2YzgNMrMrjOzOWZ2d+R2TcZERERa0t5Kd9heEp2nOxq6hwwZEhtX6JY2qauDTZugsDDbeyLdXEuV7j2Bx4IpVCYCRfiJwMcBq8xskpntnTzWmTssIiJbjvLy8jYfRAnxSndUNHTX1NSw7bbbAgrd0kaPP+7PP/wwu/sh3V5LoXtf4Cgze8vM7gcOBZ52zjngReAA4KAUY02Y2TlmNtfM5tbX13fcKxARkW5rw4YN9OnTp833DyvdUcmhu6ysDFDoljb66it/fscd2d0P6fZaCt1zgEnOuXFAIX6N+aXBtrXAYKAsxVgTzrkpzrmxzrmxBQWaHlxERGDjxo30asey2maGmSWMlZaW0tDQQENDAzU1NfTo0QNQ6JY2eucd2HVXGD4823si3VxLoXu+c255cHkuUIkP3gA9g/unGhMREUmrrq6Ompoaevfu3a7HSW4xCacfrKysBFClW9KrroZbb/W928k2boQZM2DMmC7fLdnytBSQHzKzvcwsHzgOX9XeP9i2F7AQeDvFmIiISForVqwAYNCgQe16nOQWkzDEb9y4EUCVbknv1lvhP/8T7r236bbevWH9ehg7tuv3S7Y4LYXu3wEPAe8Cs4HrgW+b2Z+AXwKPAbNSjImIiKS1ePFiAIYNG9aux0mudG+zzTZAPHSr0i1pVVX58+uv95Xte+6BWbMSb3PggV2/X7LFSdtc7Zz7AD+DSUwwO8n3gT855xY0NyYiIpJOOM1fz5492/U40dB93333UVNTA8CyZcuAeLvJ22+/zbhx49r1XLIFCj4vrFzpK9uhVav8+d57+5NIO7W6/9o5V+2ce8o591W6MRERkXSOPvpogDYvAR8K20t23HFHzjrrLAqD+ZQnTfIz2K5duxaA888/v13PI1ugJUvgtttSbwt+MeHSSyHpYF2RttBBjyIikhVhRbqkpKRdj1NRUQHA119/DRAL3aFUc3mLAPDZZy3fZsKEzt8P2SoodIuISFa1N3QnSz6wUqFbmhX0/cd885vw0Ufx60ceCSNGdO0+yRZLE2aLiEhW+bXVOk7yvN3J10V47jk47rjEKnZNDeTlQUEBFBVBbS20Y7VUkWSqdIuISFaFy7R3lOSQfcoppwBwzDHHdOjzSDf26KP+fPZsf/7221BcDIWFvn877Ofu1y87+ydbJIVuERHJioEDB3LeeefFpvTrKMmhe4899qC0tJRdd921Q59HuoFNm2DevMSxxkZ44YX49e22a7r4Tf/+/lyhWzqQQreIiHQ55xzr16+nXyeEmuTQXVRUREFBAfX19R3+XJLjbr3VT/c3f3587PnnITj4FogH7KivgsnY9EVNOpBCt4iIdLmqqirq6+vp27dvhz+2QrfEPPecP1+yJD72/POJt0nV3jRkiD8/6qjO2S/ZKulAShER6XIfBTNEdEXoLi4uVujeWm3Y4M+js5S8+2788umnw29/2/R+L70EixdDr16dunuydVHoFhGRLjd+/HgA+qf6ab+dmqt019XVdfhzSY4K/6zXr/fn0dBdUQElJfCvfzU/B/fw4f4k0oHUXiIiIl2qsbExdnl4BwSbv/3tbwnXU4XuwsJCVbq3JsOG+RaR1av99S+/jG+rqIBTT9WiN9LlFLpFRKRLrQ+rj8DIkSPb/XjHH398wvXk0F1YWKj2kq3JggWwfDmsXRsfe/VV39c9f74P3X36ZG//ZKul0C0iIl1q1apVscsdMXtJ8gqU3//+9xOul5SUtCt0r1y5kltuuQXnHCtXrmTZsmUJ21966SUeeeSRNj22dILkKQJPPRW++MJXv/faC6qqoHfv7OybbNUUukVEpEuFofvll1/ukMdLXua9rKyMP//5zwCceeaZ5OXltSt0DxkyhMsuu4zXX3+dIUOGsP322ydsP+ywwzj11FPbtvPS8d55J/H6brv5NpNIW5NCt2SDQreIiHSplStXArBNuOpfOyVXuiHetvJVMN9yRxxI+eCDD6bdvjF6sJ5kz8yZ8ctjxsCOOza9jUK3ZIFCt4iIdKmw0t2ZoXuXXXYBoEePHgAd0tP9P//zP03GnHOxy2eeeWa7Hl86yNKlEH4m/vY331aSbODArt0nERS6RUSki61ZswaAAQMGdMjjpQrdw4YN46mnnuKvf/0rQJtnL6mqqkq7fUM4DzSwaNGiVj++dIL16+HnP/fn3/oWDB3a9DZJLUIiXUHzdIuISJfasGEDZWVlFBR0zH9BybOVhE444YTY5bZWupcuXZp2+5LISoeHHHJIqx9fOphzfkGcPn3iM5Skmqkk+CVEpCup0i0iIl1qw4YN9OniKds6OnQ/+OCD1NfXs3jx4thYtOotXeyss+Cyy6C6GurrIbrSaXRVyXvv9UvDa6VJyQJVukVEpEtVVFTQu4sPZCsoKKC6urrV92vu4MjTTz+dVatWMWvWLABKS0t5+umnueuuuzqsgi+t8Je/+PNwusjol7qiovjlww9P3eMt0gVU6RYRkS5VWVlJry6uNLa10r1582YAbr/99ibbli9fTnFxMQDV1dWsWbOGe+65p307Ku0Ttvgk/5IybRq89VbOBe6amhpqa2uzvRvSRRS6RUSkS1VVVVFWVtalz9nWAylramoAv+DO448/zkUXXRTb5pyjsbGR3XffPTYWXfhHulDyQbnJs5McdRTss0/X7U+GSktLKS4u1nSTWwmFbhER6VKVlZX07NmzS5+zrZXuMHSXlJRw0kknsd1228W2NTY2Ul1dTUlJSWyssLCw/TsrrZc8B3vkz6k7eP/997O9C9IFFLpFRKRLdafQHbaXhME6uvrln/70J6qqqhJCd0NDQzv3VFptwQKoqIhPA3jWWRD59SFXRdtKPvzwwyzuiXQVhW4REelSVVVV3SZ0h5XusHc7eU7wGTNmUFtbGzugsi0Ha0o73X23P//736G8HO67D5qZRjKXROeAV6U7u8ysv5l918w6ddUkhW4REelSlZWVXd7T3dZl4MNKdxi6o5Xu0Ny5c/nOd75Dv379YiFdutCGDbDttrDXXtC/f7b3JmPR0L1s2bIs7snWzcz6Ac8D44BXzGyQmX1tZjOC06jgdteZ2Rwzuzty3yZj6Sh0i4hIl3HOdVp7ycSJE5vd1tYDKcOgHvZqpwrdl1xyCeAPilOlOws2bYIePbK9F61WUVERu6w53rNqT+BS59wfgBeBnwKPOecmBqf3zWxvYH98MF9lZpNSjbX0RArdIiLSZWpqamhsbOzw0F1VVcX06dOb3d7W9pK6ujry8/Njq16mWnL+7LPPBhS6s6aiArr4l5OO8PTTTwMwfPhw3n33XaZNm5blPdqiFZjZ3MjpnHCDc+5V59ybZnYgPkBXA0eZ2Vtmdr+ZFQAHAU875xw+mB/QzFj6neiEFyYiIpJS+JN6R4fuHi1UOtsTuqMzkqSqdPcPWhpKSkrUXtLVVq+G55/P9l60yfTp05kwYQJ77LEH9913H8cccww+v0knqHfOjW1uo/lv1T8C1gHvAJOcc8vN7EHgSKAM+DK4+VpgMFCfYiwtVbpFRKTLVFZWAmSlp7sjQneqSne/fv0AVc+KoYIAACAASURBVLqzYuXKbO9Bmy1fvpzhw4ez6667ZntXtnrOuwCYD2znnFsebJoL7AxUAqXBWE98fk41lpZCt4iIdJkwdGdj9pK2HEiZSaU7PMhSle4sCKfdO/PM7O5HG6xYsYIhQ4awadOm2Jgq3V3PzK40s58EV/sCfzazvcwsHzgOeA94G9+/DbAXsLCZsbQUukVEpMtkq9LdngMpU1W6i4qKmtxWle4u8u9/++kBAcIZQE45JXv7A3z55ZdMnDiRFStWZHT7yspKqqqqGDJkSMJqlG35YijtNgU4zcxeA/KBA4GHgHeB2c65l4FZwLfN7E/AL4HHmhlLS6FbRES6zNq1awEYkLxsdydrbXtJbW0t119/PcuXL08I3WEl+/DDD29yH1W6u8i++/pl3QGCL3HZPpDyjDPO4NVXX+XZZ59l+fLlLd5+3rx5AIwYMYIrr7wyNq7Q3fWcc+ucc991zh3onDvfOfe+c25P59wo59xvgts0ApOAmcARzrkFqcZaei4dSCkiIl1m9erVAAwc2KlrUDQRhm7nXGwmkubMnTuXffbZJ3Z9xIgRsctHHnkk559/PjfccAO33357QkhSpbsLROa2xgyuu85fHjkyO/sD1NfXxxZHOu+88zjvvPPStoksXbqUgw46CIDdd9+dgQMHcvvtt3PxxRdTW1vb5b8CSWacc9XAUy2NpZNRpdvMBpvZO8Hl+81stpldFdneZExERCRZGLoHDRrUpc9bUOBrTI2NjS3edtKkxOl2o5XuHXbYgbvvvpvevXtzzTXX8Pvf/z62TaG7CyQfC3DttbDrrjC4xYkjOtzjjz/OgAEDeP3111t1v4ceeih2Ofx7EH7GokvDy5Yn0/aSm4FSMzseyHfOTQBGmtnOqcY6a2dFRKR7W716NUVFRfTq1atLnzcM3Zn8fJ/cIhIN3emovaSTNfdnd+CBXbsfgcmTJ7N27Vpuu+02ILPjFJxzPPzww7Hr4XST4TECCt1bthZDt5kdAlQBK4CJwBPBpun4ozZTjaV6nHPCScnbcjCLiIh0f6tXr2bgwIEttnh0tDB0t/T/z6ZNm2JLv4cyDd2qdHeysH8b4BvfiF8+oMU1SVqttrY2ZYvI5s2b+dGPfsSiRYti25977jkADoyE/+baS+bPn8+HH37I3XffTX19fexzqdC9dUgbus2sCLgaf1Qm+MnBlwaXw4nAU4014Zyb4pwb65wbG37IRERky/Dxxx/z6quvsvfee6cNnmvWrOny1hKIB+eWQvf8+fObvW9LVOnuZNHQfc018csTJnTo05SXl1NcXExeXh4nn3xywrarrrqKJ554guHDh1NeXp6wLTqHe3O/qDzzzDPk5+dz0kknJUw/GYZuHUi5ZWup0v1L4B7n3PrgeodMDi4iIlsGM2PHHXdk9913Z+LEicybN4+vvvqq2duvXr06K6E700p3qtCcakGcVEpLS6mrq6OhoaH1OygtW7IkfrmoCMLP0U47ddhT1NfXc845sRXCefzxx2MzjVRUVPDUU4nHzD3yyCMA7LPPPtxwww1ss802AE1+LQl99dVX7LDDDk0OJFale+vQ0r8kk4ALzGwGMBo4mg6YHFxERLq/MCAsXrw4Yby5wAHdM3SHB3+2pLTU15+uuOKKVu6dZOSTT+KXi4pg3jx46y0/i0kHueSSS3jmmWcSxvbee2/efPNNTj/9dBYvXswTT/iO2qeeeoqTTjqJK6+8kqeffppRo0Zx1VV+Ponm/g4sWbKEoUOHNhnXgZRbh7R9Hs65WINSELyPAWaa2XbAEcC+gEsxJiIiW7gPP/ww5XhFRUWz9wl7urtapgdSRkP3XnvtxXvvvcfSpUvT3COupKQEgFtvvZVbbrmljXsqzYr+glJQAEOH+lMH+nuw6M7cuXOZNWsWF198MQATghaW2267jR/+8IcJPds33nhj7HL4+Zo1axbHHXdck8dfsmQJY8eObTKuSvfWIeNWEOfcROdcBf7AyTeBg51zG1KNdcaOiohIbnnvvfdSjkdX2AtNnTqVOXPmUFFRQZ8+fTp715poS6V7l112AdJX7qPCSrd0guefh+uvj18PZv3oSJs2bWLRokVcffXV7L333kyePJk33niDk046KXabiy66KO1jnHjiiQD84Ac/aPLls6amhgULFjAyxZzi6uneOrS6/zpYuecJ59yKdGMiIrJlW7lyZcrx5LDR2NjIsccey7hx44DshNNMD6SMhu5vRGfIyEBY6ZYO8OWX8Mc/QlhRjn7B++IL2G+/Dn/Kjz/+mMbGRkaPHg1Afn4+EyZMYMqUKfzgBz/gtddea3HWnR133DF2+ZVXXuGrr76Kfabmz59PQ0MDe++9d5P7JVe6f/WrX3HIIYfgnOOaa67h3Xff7ZDXKNmlaURERKRNVq1alXI8udKd3IaSjdDdlkp3GL4ypUp3Bzr+eJg/H048ERYvhqBXmkce6dADJ6M2bPA/1A8YMCBhvE+fPk36vNPp1asXGzdu5JZbbmHmzJmcc8453HvvvbEDMseMGdPkPsmhO2xZmT9/Pr///e+ZNm0a77zzTutflOQUhW4REWmTTCvdb7zxRsL17hC6p06dylFHHcWqVasYNmxYRs+hSncHCg9eXbQILrssPn7UUZ32lOGffXs/n8uWLWPMmDHMnDkTgClTpnDuuedy3nnnAaT8PIWhO7mVadq0aQBZacmSjqfp/UREpE2aq3RXRudTBj766KOE65nOe92RMj2Q8sknnwTgu9/9LmbG5MmTOfroozN6jui8y9JO/z975x0eVdH98c9NIKEHAjE06R0BkSYKAtKRAIoCUq1YAFEU0Rdfff2JHUEQERBBEVQUEJXehEiTqgKG3nsJEAgkIcn8/pidu/fubpJNsunzeZ48OzO3zW62nHvmnO9RRubs2bB7NzeAywA+rGS6adMmVq9ebfYPHDgApP/mqUiRIqxZs8Y2ZvVuewpRUYb+zZs3bZ+fH374AYA///yT7du3p2temqwnTxndy5YtY8OGDVk9DY1Go8kVJOXpjo6OtvVdw02UVy8z8dbTrbzygYGBqb5GamPAcwvbt29n3Lhxvj2peo/MmsWyoCAKA8HgU3nAe+65h3bt2jFx4kQSEhJMpRJfrMR4kgVMDlVCPjo6mkOHDpnjKjQrJiaGxo0bu322NDmLPBVe0rlzZ0BmFc+fPz/TyxBrNBpNbiIpT7erYeCqff3oo49m2JySwptEysTERLOdlt8HZXS3bt061cfmZJQE3kMPPUSlSpXSfb4rly5xdN8+rgBlgf8VLgyXLwNw7Ngxr8N9vGX48OE2rXlviyGlhaRuzKxGd3ISlf/++y9NmjTJkLlpMp485elW/Pzzzyl6OzQajUaTNImJiR41t/Pnz+9mdFvjVFu1amV6nTMTbzzdnqQOU0ujRo1MAyovcOTIEbNtreSYGtauXcv06dPNfqe2bWkYG0sboCZwyVLhc//+/Wmdqo2zZ+1ia2PHjgWgatWqqfZSJ8U777xDhw4dACk/+dNPPyW52q7eM9evX3er6NqiRQuzffz4cZ/MTZM15ClPt5VNmzbRokWLDL2j1Wg0mtxKZGSkKX+2fPlyczwoKMg0uhMSEti0aRM3btwwt2dVsqE3RrdKAE1PmIifn5/NY57bmTRpktlOrihScrRp0waQsdB9+vThTxf994NnztCjRw8WLlzIZYfHOz2cOXOGsmXLAlCrVi32Oipd3n777Rw8eDDd51e88cYbJCQksGjRIu6++25CQ0OT3Dd//vz4+fkRGxvrlng8ffp08ufPT9WqVX1yY6jJOvKMxWmtHgXS2zJjxowsmo1Go9HkbFRoScOGDW3jxYoVM43utWvX0rJlS1auXGnbnhVYje7IyEgMw2DRokW2fZRk3HvvvZfm6+Q1o9say+36Xkgtjz76aJLx/g8++CAgKzqmByGEaXAHBATYknwzYgXc39+f7t27J2twK/Lly0dCQgIbNmygV69e/PHHH6xZs4aaNWuar4tepc/Z5FmjG9zjDjUajUbjHRcckm6uhlZQUJDp2VYGUkJCAvfddx8vv/wy77//fuZO1IEyujt27GjeBFjLd4PTU5seeTZ/f/88ZXQrqlatypQpU6iaSg3t8ePH2/pWdZmJEyaY7bCwMCpXrmzK8KWVM2fOmO1jx47ZYvetN4dZQb58+Th8+DDHjx+nRYsWtGjRwlwF8FZ9R5O9yTNGt5+fH6+99pptzFUAX6PRaDTecfPmTUAuyVuxerqV0f3UU0/x4IMPMnbs2FQbZb7CKlM4f/58wN2AUUZ3erzxecnTnZiYiJ+fH6NHjzZDclzjkZPjypUrjBgxAoB7773Xtm0vMHTYMLNfokQJ2rRpQ3h4eJrmeuzYMR599FHKlSsHSGnI0qVL2/apXbt2ms7tK/Lly8e6desAexw3ON+/3hrdhw4d0vHf2ZA8Y3SDuwyQqvyk0Wg0mtShFEkKFCjAsWPHzPFixYqxc+dOjh49yuLFi2nYsCFffvmlKceWVViTN7dt2wa4GzAqvCS9RneCJfEvt7Jx40bTq1+pUiWKFy9ubvO0suwJa/LknDlzeP7ZZ81+jccec1OQqVq1KpGRkeYNX2p49913Tc1rkPHjrmR1jle+fPk4d+4cRYsWpV69erZtruo7+/fv5+mnn/YYbhIXF0e1atXo1atXxk9akyrylNF95coVW18v02g0Gk3aUIokgYGBVKhQwRxXaiaVK1dm06ZNdM3ACoKpwWp0K8UN17LavggvySue7v/9739mu2XLltxxxx1m39tkv8WLF5vtChUq8Pnjj3MBOPTiixgzZwLwyy+/sHv3bsD53rp06VKq5rplyxa+/PJL25jV6J46dapZ+TErUe/Ru+++203hxzW8pG/fvkyfPp1du3a5nefrr78GZEEdTfYiTxndd955p62vPd0ajUaTNqyebiuuCWMqaS2rSUqmcPHixcyePRvwjad727ZthIeHe+3tzans2LHDbNeoUYNXX32VZs2aAd4ZxUIItm7dyqBBgzi8ahXG44/DyZOUAqo88oi5X7du3ahbty4AISEhAFy8eNHrec6dO9eclxWrrOPgwYOzxc2heo/WrFnTbZtreIm6sbEqA6nxZ555BoDbbrstw+aqSRt5yugeMGAAffr0Mfva063RaDRpIymjWxlGihIlSmTanJIjKaO7a9euDBgwAJCebsMwPIYeeIsq4Z2bf1+EEFy5coVXX32V6OhoDMMgICCAN954A3A3iiMiImwJjCDVb6Kjo2l0551UbtcOvvkGvvpKbkzipkd5upcsWeL1XJXXF2DEiBFmLpd1dSa7oEJFPCmdqPfvzZs3uXXrlvm5UwnNipdffjmDZ6lJD3nK6DYMgyFDhpj91Op9JiYmEhERwZYtW2jSpAkRERG+nmK6SUhIYN++fVk9DY1Gk8v5z3/+A7iXS3dNUHc1wrMKayJlUkRFRVGsWDGfVCtOS9xxTuHGjRskJCQQHBxMoUKFzHH1v7d6ur/++mvq1KljJgZeuXKFc+fOmXrY1Syx4ChjOokbtcqVKwPw6aefJju/2NhYM1RIGaULFizgk08+YfXq1Xz00UfZUkghMjISwC3BE5wVUt977z0CAgJMyU6r0X3+/HlbGE1UVFSuX3HJaeQpoxtkRrDyQIwZMyZVx77//vvUqVOHZs2asW3btmwRA+bKqFGjqFWrFgcOHMjqqWg0mlzKkSNHiIyMpFixYgQHB9u2uXq2laGU1XhTBfPq1avpiue2kpuNbmVUW5MnwemJnjx5sjn2+OOPAw5Vk5EjebRTJ0qXLk3r1q0BqOqavNi2LTgURlwpX7483bp148KFC/Ts2TPJ2PFHHnmEoKAghg8fzvbt2+nfv7+p892gQQNGjhyZuiecSSTn6XZFVdQ8d+6cOTZ37lzbPjExMW6VNzVZS54zukHqqKaFzZs32/pqeTU7MWvWLEDG2Gk0Gk1GoLxr3333nZtXuGjRombb39/fTVIwq0jJ6I6JieHq1as+K96Tm43uJ598EnBfPahYsSIgjfK5c+fa8qYKBgYSP3YsyxzJfcrArKL2UUob33+f7LVVfPaCBQuSNJ6VQ2zixIkAtiTPnICnmO6ksCoHqeTmb7/9locffhjAVvxHk/XkSaPbMAx69OiR6g9iUtXLshOu8V0ajUbja/bs2QN4DtmwGt0hISFeeZgzg5Tm8euvv3LkyBFTxzm9uCa4ZTdSG3MeGxvLM888w8aNG1m1ahXgXmAuICCANm3asHHjRvr06cOiRYtQ75CbsbEoP+yIRx6R6jZr15LvpZfk4LffQmwspBCOZPUC//TTT25KMZ4k9LKrZzspqlev7nHckwf86NGjrF69mjNnznD+/HkCAgLo168fU6ZMoXjx4m71STRZS540ukG+eU+fPu11vJOnKljeyiJpNBpNbuHGjRs88cQTAB5LdlepUsVsu9ZGyEpSMrr9/Pz4999/adCggU+ul5093T/88AMBAQGpKmSzbNkypk2bZiti41rQBuwVH3v27MktoJuj/w5wO/Bh9eocXryYuwcPBkfiKQEB8i8F2rVrR4kSJXjmmWeIjIzk0KFD5rYbN27YZAhBxpRntf62twwYMIDHH388yZyCTZs2me1BgwbRtm1bVq1aRbt27ahbty5HjhyhUqVKGIZByZIlGTp0KDt27OD06dNarS2bkDPeiRlA3bp1iYyM9Dre6ejRo7Z+SEhItvNk5AVtWI1Gk7UsW7bMbFuNbpUwGRwcbJZXT2soX0aQktF95MgR4uLiqF+/frquowq+ZGej+6effgKgf//+Xh/jmqB//fp17rrrLrf9PJ3zaXUOoIhhkO+zz6BOHdi/X26YMsXreVSsWJHIyEh69uwJwIEDByhSpAiff/45pUqVokePHoAsL//RRx/Rt29fr8+d1cyaNYsZM2Ykub1y5cp8/PHHRERE8PXXX9O4cWNz2+XLlzl8+LDtprdMmTIkJiZSrlw5hlmqe2qyjjxrdKtqT//884/bNiEE33zzjSn9BM5khU8//RQhBKGhodnO6LbO57777svCmWg0mtyKtaCMNbzk6NGj5uqfUrTITkZ3Suolr776KkC6je5atWoB2dvoVnH2mzZtMnOTtm7d6uZcsuIaG2zVubYyevRot7EugLrlOeXvD9Z8qDp1wKErnRqUBnV4eDjR0dEMHTrU9pqXK1eOkSNHeqVak5N45ZVXzPeYSlxV7Nixw7a6ZFUWmjZtWuZMUJMsedborlOnDuB+9w4wbtw4HnvsMfNLGGSmcIECBXjhhRcA+YXjGs+W1Vjnk9u+aDQaTfbAenNv9XQXKlTI1LdWP/zZKbzEmxCD/PnzpyqJzRPqOafX6BZCpFrW1lusIgAPPfQQEydOpGnTpjzwwAMe94+Li2PZsmU0btyYxx57LEXJvmPHjrFx40aKFSvGCwUL4jd4MOeAIcC2TZvgyBE4eBD+7//g77/T9Bxq1apFgQIFkvQMV6tWLU3nzUl4isu3hgzpkJLsR541upUslNWbrXjllVcAOHnyJACHDh3iu+++o0yZMmasVaFChbK1pzshISELZ6LRaHIr1u+ZpG7uT5w4AWSvFTdrnKxrsqTybteuXdtjnHpqUEZ3en8fFixYQHBwMFu2bEnXeTxx8eJFypcvD8DSpUsZPnw4kLTSxY8//si5c+fo2LEjM2fONPd3Y8UKWLGCChUq0Lx5c65evcqEwEAIDCT46FEmLVlC9caNpSRg1arw3/9CGhNtAwMDKVu2rJt4wNWrV5k9e7ZbBerciKcbu59//tlsuyaVjhgxIsPnpEmePGt0BwQE4Ofnl+wX42+//caXX35JtWrVOHPmjE2wvlChQtna062Nbo1GkxGcOnXKbCdloD7iUKdQDozsxp9//ml6awMDA015NbUCmh5UaE16Pd0rV64EYP369Wk+R3x8vEeVrQsXLlClShWeeuop27inSpzr1q0zK3a+pJRGkqJjR/mnSEyEK1cgMBAqVoTOnVP/JJJBaX1bPfTFihWjX79+PilwlN1x9WQvXLjQpovvageMHz8+U+alSZo8a3QbhkGhQoXcvhjDw8Nt/cGDB5ttq4FeuHDhbOXpjoiIsGVtZ7bRPXfuXFq1aqUlCzWaXI61KFhSnu477riDw4cPZxuNblfKlSvHI488AsgwDvVd7ov6Br4IL1mwYIFZgOb06dNpPs+IESMoXrw4x48f5+LFi2ay/YULFwgJCeGll14yExL9/PyIiYlx++1Qhi3Y5SCTRdW0UEa9jwoOudKyZUtA3iw0aNDArVhPbueVV17h7rvv5umnn+bChQt0797dtl39L73+v2kynDxrdIP8cnQ1nPfu3Zvk/rt27TLb2Sm85NatW9SpU8fU4wwMDPSoVZpRbNu2jT59+hAeHk5ERESmXVej0WQt6Q3FyErUDYMQgiNHjgBQtWrVdJ83vUb3uXPn6NmzJ/PmzQPgk08+SfNcfvzxR0DGbYeEhPDuu+8CsnhNqVKlqFOnDvPmzSMuLo7PPvuM+Ph4zpw5w+zZs4mPj3dTxPL6/928uXzcvRtKlYIXX0zzc0iOpk2bAvDcc8+xevVqjh8/niHXya6UKlWKTZs2MW3aNLekSnAa3WqlArTKWVaTp41uT4ZzgQIFktzferdYuHBhTpw4YRaJyEouXrxo68fHx2eqp9taejY7Z+xrNJr0Y/0ezC1Gd5kyZQApJZte0mt0//XXX25j58+fT9O5ateuDcD27dsB5yrF9evXbaEk+fPnN2O8P/74YwYMGMC4ceP45ZdfvL+Ya82LPn3gwgVo3x48hK34gjp16pCYmEirVq0oWbKk9ui6oFYpHnnkESZPngzYw8M0mU+eNroLFixofjFGRUURGRnpseCNynq3FtJRcXu+KqSQHlyN7rp162aa0X3w4EHGjh1r9jt16pQp19VoNJnLmTNnWL9+vVeJlDkBNffExETee+89Vq5cSaNGjdJ9XqUHPmvWrFQdd+LECS5duuTR6FblvVNDdHQ0FxxSt4qAgAB++eUXbty44fa/U0a3Kp1+8OBBPvjgA6pUqUJsbKxN8cQjrnKDc+fKsQwuTJMXYrfTStOmTUlISKB169aULVsWcMofa+wYhhFsGEZ7wzDclwx8SJ42uq2e7qFDh1KhQgU+++wzAIYNG0arVq0AWewB4MknnzSPVfqz2SFh0RpHPXLkSEJDQ/nrr7/YsGFDhl87ry3naTR5lXr16tGyZUvbd15O9nQr41gIQcGCBWnXrp1Pz3/w4EEOHDjg9f4VKlSgVKlSHo3uFA1eD9xzzz3siYigh2WsUKFCZp6Sq1yu0n5WrFmzhi1btjBy5EgCAgJsms9ufP89qHj4V1+V2tuKY8dSPXeN71BOQ6VrntZVk9yMYRglgEVAU+B3wzBCDMP4yjCMTYZhvGHZz6ux5MjzRve6deuoVKkS27ZtIzo62vwimjBhAoMGDQLgypUrXLt2zebRzS7ExcXRtm1bsx8SEmImg7755ps+vdaHH37I1KlTbWMHDx4EYPny5eZYZsaTazSazEEl9lnJDZ5uVSgtI6hRo4bbSmRKLFmyxGwrR4/yNHvrSBFCmIXfCuFUrahXr55pPLt6z9XqLcjY9kOHDnHbbbeZv4M2YmPBUn6dvn1Bfe/37AkW2Tq++carOWsylpIlSwJkmPZ7Dqc+MEII8S6wHLgf8BdCNAeqGIZR3TCMh7wZS+lCedroXr9+PdevX+fYsWNERETQrVs3c5thGGZ8X3x8PEWKFLEVV8guS1pWIXyA4sWLm1+mvtQpPXHiBK+99hrPPvusORYbG8vixYu5/fbbueeee8xxHTOm0eQNslPFydTi5+fH6tWrWbVqVYZex5vlfGu9iKioKLOtvM8xMTEULFiQFi1aeJQAdMVqWBUFXnxaFmIfN26cGXM+WQhwiTufN28ec+bM4ZDDoPb397cXOBICFi2CLl2gWjW7ca0oXBgcoSo89RRYypJrsg61Yh8ZGZnFM8ky8hmGsc3yZ0rTCSHWCSE2G4ZxH9Lb3RH40bF5BdACaO3lWLLkaaPbFasONziTUDxhNcCzMsTEVSs8KirK/KJWHzJfcMjq1QCmT59OgQIF+PXXXwkLC6NIkSKmt/uYXk7UaDQ5gPvvv5+QkJAMvYanAmyunD171tZXXufq1aXjzOqV9kY1y/odPAzAUqRo//79jAQqLl0qq0Ja6NmzJ3379jX7Y8aMsZ941CgIC4M1a2T/2WfBNXa9QAEoVAjOnIEpU1KcqyZzUHKKedjojhdCNLb8TbNuNKQntTdwGRCA8h5GAqFAYS/HksUrozuzAswzG9eYtkaNGrFr1y5WrFgByCz9okWL8vzzz7sda11ys+pjZza9e/c22w0bNqRv375sdmik+rIErKowp3j11VfNdlhYGAAVK1YEtNGt0Wg0Cm+M5DNnztj6s2fPJiIiwnScLF261Nzmzfe6yrXZCtQF2LGDjy3bH1SNJG4ItmzZwqhRo3jiiSfsGxYtsvfPn4fp02V7xQpo3RqUNnvp0pCDV0JyG/ny5SMoKCgvG93JIiRDgH+AewC1xFMEaStf93IsWVLcIT0B5tkdV03W4OBg7rjjDtq3b2+ORUVF8fnnn7sdW716dfPLNCtlA5UHesGCBezYsYMyZcoQFBREQEBAhhjdajnZ6ulXpZ4rVKgAaKNbo8ntTJ06lbVr12b1NHIEt27dSnEfV0938eLFqVWrlumFV/ra4J3Rrb6DK4Ip13evY1ugnx/N1Y7XrkFCAvz7r5T3c9CkSRM++OAD+0kvXoSICBg9GhYuBIfMIn/8AbVrS2nA33+HHJxcm9sJDg72mJuR1zEMY5RhGAMd3eLABzhDRRoAR4HtXo4lSz4v5qMCzDc7DHAzwNwwjBmOwPF6rmNCCO/TtrMI13jEoFRWzVKa3tlBm7pZzdFD4gAAIABJREFUs2a2fkYZ3QkJCURFRdk+uGoptGDBgoSEhGhFE40ml+FqONatW5d77703ib01Vrz5Hnat5KuSPJWMX2rPd/z4cQoCpQBatoSlS1FiiL0LFgQVlnjiBHz0EfznP7K/fj24/l/nzJEe7Q4dZL9ePejeXZZ1b9hQjmlDLkdQsmRJ7en2zDTgR8MwngJ2AwuBcMMwygKdgbuRISd/eDGWLCl6utMRYG7DMIzBKoA9u6pbePqCSw7DMChQoECa5Jx8RVBQEC+88IKpwanInz+/T4zuU6dOcerUKVsp4v79+ye5f8WKFdm/f7+ZOa/RaHI+rj/Urjf5GjuTJk0y22FhYVy5ciXZ/VV9iLvuugtw5gkVKVKEX3/91bav9Xs9MTGR9u3b06JFC1uNiWXLllEWMO6/HxzhkQHAWWBadDQ0aSJjr596ymlwA2zb5j65/v1hxAi44w7ZV5UP77wTrl6V1SYd2t6a7E1wcLA2uj0ghLgshGgvhLhPCPG8EOIq0q7dDLQRQlwVQkR5M5bStbyN6U5LgLnrk5qmAtiVPmp2QC2hdejQgWrVqqX6+IIFC2ap0R0XF+dRP9WTp3vixIm88sorXp/7559/pnz58pQvX94me6WqmnmiYsWKrFu3jgYNGni1rKrRaLI/rooZ2ek7PDviKkO4a9cusx0bG4thGDYFrOvXr+Pn52cmu1kTJ8PCwti5cycPPigjsa3f68ePH2fVqlVs2LDBrB555MgR9uzZQ36Axo2ha1e4cQPi4gh95hkCASZMAEvIiomj9HyyOEqvA1CsGIwfD5bcIk32RRvd3uMwxH8UQpxN7VhyeGV0pzHAPEcwatQohBAsX748TZqzBQoUyNLwklu3bnksUBEQEOBm9A4fPpxPPvnEVlkzOR566CGzvXHjRpuOK8iKa9YEH4ASJUqY7ewQdqPRaNKPVcZu6NChWTiT9LFs2bJMSXx3vSmxfne6JvCD9HQXKVKEli1bAs5CJoo777zTfN2tBvnbb79ttlXNhL179wLwLkhvNkDBgpA/v1QTEQKaN5fea5Uo+cUXsqjN+vWwa5dTSlCplCh++QV0qfUcy7Vr1zhw4IDt86zJXLxJpExrgHmeoFChQl7ppmYEiYmJxMfHe7xZUJ5u11hBgF69eqWprLBrFv4jjzziVvbd+oOSlSsAGo3Gd1hDF1q3bp11E0knHTt2pEuXLhl+Hdc6DlZZWavBExMTwzfffMPVq1cpUqQIb775Jjt37vRYY0EZ7laZWJU/U6RIEU6dOkV4eLj5/JqD0+hOirffhl69oE8f6RUHqF8fHnpIhpr06CHDSg4cgJ07wVLLQpPzUMpsnoos9enThyla4jHD8cYjPQ0YYBhGOOCPDDAfYBjGOKAXsDiJsTxB3bp12b17d5ZcW3myPXm68+fPz5w5c7jtttuYN2+erUrkvHnzWOQq/eSCpzvhr7/+2my/+uqrZiKpFat3e+rUqV7JZWk0muyNVWs6JxfEySwqVapk61uNbmuxnBdeeIHHHnuMpUuXmgXYkipqpioKWpPYq1SpQpkyZahVqxYHDhygVatW5rbSAJaVR4+ULw9z50Lx4mCN01+2TMZ9Fyki29WqyRhuTY5mniN8yFOV1Llz5/Lcc89l9pTyHN4kUqYpwDwjJ52dCA0NzbIYqeSMbrXECPLu1rUqWkrLS666sT169GDQoEFEREQwevRodzkpB02aNDHbb775Zo5eitZoNBJrqJo2ulOmTJkyNhUnT0Z3cHCwWfL94sWLFHFI+yWFJ6NbhReWK1eOdevW2fY35EW8n3SFCjIxslgx51izZlCunPfn0GRrVC2NgQMH2sateQLeFHPSpJ00xV77Ipg8t1C0aFHOnTuXJfHLapnRVqbXA8eOHXNTZknpg3X+/HlbXyWZ1qpVizFjxrgtnyrGjx/PiBEjzP7MmTP5jzU7XqPR5DisRrdOovQOa1y21ehWhnZwcDCnTp0yt6dkdBcvXhw/Pz+b0R0XF0f+/PmTVt5KrcFcrBg4KgsDkEoZXU32pnDhwh7HrSFLRXXMfoaSYxIesyu3O6pvpUYVxFcow9g16cYVFcdlxRqjmdy5Fa53xkkRGBhIixZ2xcj333+fxMREr47XaDTZD2t4mvZ0e0dgYCC///47gPn9FxcXZyZyuq4+VqlSJdnz+fn5UaJECVtogNXTbSVIhf4pmb/UcLdFanjjxtQfr8m2VKtWjUaNGpEvXz7bjaDV6NZkLNroTifPPvssAJMnT+bvv//O1Gt7a3R74tKlS/Tt25eePXsme+577rkHgJo1a3p97h49ejBu3Djb2JYtW1I9R41Gkz2wGt1pkVbNq6gbFGXgXL582dzm6vgICwtL8XylSpVi3bp1hIWFcfr0aWJiYmye7lq1agHQJSREFq9Jq6f6Y0fR+LfeStvxmmzLkCFDiI+PZ/r06eaYCoWqVq2a9nRnMNroTifWZEJfVoD0hrQY3Sru79y5c3z//fcsWLDALX4bnBXSli5dyunTpz3GjSeFYRi89NJLtjFPiRsajSZnoMJL/vnnnxQ9shonSRndnr5Pq1atmuL58uXLx7///suiRYsoV64cixYtsnm6AwMD2bxxIzMuXbLraaeWV16BxETo1y/t59BkS+rWrQtIh2F8fDzvvPMOq1atAuC+++7j+vXrXssKa1KPNrp9QLAjWSWzYx2TM7q/+eYbj8fUr1+fu+++25ZoWbZsWVtfnbtEiRIUK1aMMmXKpGl+p0+fZvPmzYA9+Uej0eQslKc7JCQki2eSs3A1upV3WxXBsaKS3JLDNYwEpFKVGu/YsSPNrl6lwI0bkF5pxyTydjQ5m9KlS5vtcePG8eabb/LWW29RunRpatSogRDCK7lfIQTZtbp4dkYb3T5g1qxZQNZ4uvPly+fxC3zgwIGsWLGChg0b2saDgoIoX74827dvt40PGDDA1t+3b5+b7FVqKVOmjBmWkpzCyy+//MK3335Lv379aNmypY4v02iyGerHVSdRpg4/P/kTa43pBtwKjYFnQ9yVL774giCXkJFihQtTs3p1duzYwXvvvScl/gC6d0/P1DW5lGCLos2oUaPMdoUKFcxES28UTAYNGpSmgoJ5HW10+wAVYpIVRndISIj5xe5K+/bt2bhxI9OmTTO94YZhmMmfVqwKKEIITp486dVyZ0oEBQXh7++frKe7R48eDBw4kO+++47169cTHh6e7utqNBrfocJLtNGdOlw93eo3wlONA2+oUqWKLcnd39+faStXwvPP07BhQ3m906ehZk0t9afxSFIKJteuXTO3eeP4+vbbbwEdOppatNHtA1R8XlYY3SnFcxcoUICnn36aPXv28O+//wJ4NLrV2MyZM6lYsSLnzp3zSUKFYRiUKFEiSaPb02u2f//+dF9Xo9H4DuXp1p6t1JGU0W11cvTo0YMxY8Z4fc6AgABeffVV5s6dS/y1a9wOMHWqc4fTp6Fs2XTPXZM7SUru9+TJk6Zs5RtvvMHMmTOTPMcjjzxitnfu3OnbCeZytNHtA5TRnZbS6unBG6NbUapUKWrXrg3YjW714VHLn6tWreLEiRNcvnw5yTvi1FKyZMkkw0tOnz7tNrZt2zafXFej0fgG7elOG8rovnr1Kps2bTJfR6vRPX/+fEaPHp2q83744Yf06tULrL85P/8s47A3bEi5EqVG44LV0z1nzhyeeOIJDh8+zNmzZ93CUVVlS9BGd2rRRrcPyCpP97lz59IkF1jW4gX54YcfaNiwoZlVv2vXLgIDAwFSLNbgLSVLlkxyCerEiRNuY3PnzvXJdTUajW+IiYnBMAxtdKcSZXQ/+eST3HPPPaY0mwovMQwjyfBAr7AmvD30kLOtl/w1yTBjxgyP466/+XPnzmXw4ME0btzYVDRzZceOHT6fX25Gf4P6AGWkZsfwEk9YP1h+fn6ULl2av/76i8uXLxMREcHw4cO5fv06Xbt29ck8a9SowaJFizxue+655wCZ3KG84bdu3SIhIUEX4dBosgknTpygbNmy+jOZSpRBrSTYVL2CNWvW2MbTTFKrq6moq6DJezz22GM88cQTAPTu3Zu4uDjat2/vtrp9/fp1ljsqlG7fvp1OnTqZ79nXXnuNffv2aU93KtGebh+QFZ7u6OhooqOj02R0u36wgoODOXPmDCEhIcTHx9OwYUOmTJnCvffe65O5Vq1alYsXLxIXF8eaNWtYu3YtAIsWLWLPnj0ANGvWDIA7HBXUrEUkNBpN1hIZGUmpUqWyeho5DteblKSkXNOMq7Rb8+bwxRcwfrxvr6PJVRiGYUoBDxo0iAULFvDcc8+52QY3b9407Zr/+7//4/z582a/aNGiNGzYkP3796dY4VrjRBvdPiArjG611JMWo9tVrkpJCKlkH18Z2wr1Yx0YGEjbtm1p06YNIKt4KubMmcOUKVN47bXXAK3rrdFkJ+Li4swVPY33uBoxTZo08e0FlKe7Xj35eOed8Oyz4KN8HE3uRWlxW8NNXcNLbty4YbY3bdrEoEGDzNy1AgUKcNdddwFkejXunIw2un1AViRSHj16FPBcLCEl1A+B0tB21Yf1pG6SHpT32sqUKVNsMWIlSpTgmWeeoWTJkoCWIdJoshNxcXGpqkqrkVgLkYCsCPznn38yZ84c31zAsVLI0KHy0UchgZrcj/r9t0oDq99fkKs0U62qOMgV6EOHDgFSyUjVAfn6668zeLa5B210+4Cs8HSr5IU777wz1ccWK1aMWbNm8fvvvwN2zdiiRYv6PG7TU9no5557ztQCVXHd4PzQt2jRwqdz0Gg0aUcb3WnDKs/Wo0cPChYsSNOmTenRo4dvLvDuu/KxQwdZtr1LF9+cV5PrWbhwIcuXL7d5t62qOuXLl3c7Jn/+/Bw+fNjcV4WofPXVV5w8eTKDZ5w70Ea3D1A/Ri+++CJjx47NlGvu2LGDcuXKERoamqbjBwwYYH5grB+0jEiUst49W7l27RoDBw60hZlY9/3rr798PheNRpN6tNGdfs6dO2e2PVWkTJEFC2D1avuYQwaWSpV02XZNqggNDaVDhw5Jbq9QoYLZ3rp1KyBFEZSzrE2bNrabyqSqWJ4/f15XmbagjW4fYI11HDlypE/PfevWLZ566ilWrFhhG9+xY4cZT5Ve2rdvb7avXLnik3NaCQwMZPDgwW7jJ0+edIt5tBrd1nlpNJqsI1vEdLsmDeYwzp496/3Oa9eCo5gZAEJAz57Qrh2sWiX7AHFx0KCBT+epyduolWfl6W7Xrh2NGzcGpNSgshGKFSsGwI8//gg4c8KsCCEIDQ2li16BMdFGtw/wtXbt8uXLGTZsGCAlpr766is6duxoGvTR0dHs3bvXZ0a3p5hrXzN16lQSEhKIiooyY8nAPdFIfZBBxnVfvXo1w+em0WiSJiYmhr/++it9etLp5exZKFhQKnPkUFK1UtCmDdSt6+xbl+7bt4cZM2DXLjh6FIKCfDZHjebzzz8nPj7efL/efffdtu3Dhw8HMCtWq9VxVbXWiqouHR4enmHzzWloo9sHGIZBnTp1zP62bduIiIhI1TmOHj3Krl27WLt2LZ06dWLSpEkIIWwl0VXoyt9//40QwmdGd2bh5+dH0aJFbSE4rka3YRh8+eWX3HfffQC8/fbbmTpHjUZj59tvvwVSaTT6mn/+kY+ff551c0gnrrUKvvvuO+bPn+/dwQ59b5M334T69eXrolcENT7EMAz8/f3N2G2luLNq1SrbfmrlSzkdldGdmJjIs88+y/bt21m3bh2AWQ1bo4vj+Iy33nqL3r17A843aWoKH1SuXNltLDY21mZ0K1QSpS+N7sWLFzNnzhz69+/vs3MmRQlLiWJPsY1PPfUUrVq1okaNGm7KKhqNJnNRscjvqqS9rODgQfmYBonU7EK1atVs/UcffdR9p5MnwVpsRAgZq71tm32/06ed7Sef9OEsNRqJkiNWdsb9999v267iuZXRrcJLIiMjmTp1KlOnTjVDVdKispZb0Z5uH2F4SGJZv369V8cmJiZ6HP/tt9/44IMPbGMJCQns3LmTkJAQn76Ru3Tpwpw5c+jcubPPzpkUVkPa1dOtUDJG6a7YptFo0kVUVBQFChSwSYtlOgcOyMe0JCDmJFq1gm7dnP0TJ2DuXPj+e6hcGdavt8sC3rwJjoR4jcaXTJs2jeXLl5ux3Z5sHHCGl8TExPD000/zryUX4QtHONiqVav4+++/adWqVZ6vYKmNbh9hld1TfPTRR14dO2TIEI/jvXr1MtuNGjUC4OrVq5w5c4YKFSok+SHI7lg93da2FT8/PwICArh582ZmTUuj0XggKirKlmuRJTjqEpCEQkJ2ZsGCBSxcuDDlHePjwbGkb1KxIvTpA8eOQcmScO+9YK1q6eF3R6PxBcHBwW7qJps2bQLsq+zK0x0eHs706dMZOHCgx/Nt3LiR8PDwPO9I00a3j+jatatZaVHhrUyOqwC9Kz169OCFF14ApDj91q1b3SpH5SRCQkLMdtOmTZPcr2DBgty8eZOoqCiPmdEajSbjiYqKMpOmsgz1XbpunbtsXjbnwQcfpHv37invuGuXfKxTR6qUuKJWIdVK4csv+2aCGo2X3H333Qgh2L59uzmmjG5l73hKqARnWKxrwai8hja6fYRhGPTp08c2duvWLa+O9VQoQcWHq/Moj/CECRO4ePEiGzZsSMdss5b8+fOb7eR0xgsWLMilS5cICgrijTfeyNSKnxqNRpItPN1WuUBPBmlOJSpKFrUBpzf/229h5UpwOFoAaYj/97+y7ecHCQnw8ceZOlWNxhMqvESVjHf1ZAc51HWOHj2KYRg2p1teRBvdPsTV++yt0R0TE2MmLShq1apltj///HPT6P7ss8+ApMMycgpLly6lT58+yXrsg4KCzOWssWPHUqBAAcaPH59ZU9RoNMgiVtnK6AYYP17GOVs5eBB++CHz5pRebt2Scn+qhLuSR1Xf7RMmgEMDmT59wOKswM9PF8PRZAuUp1vp0LuuSs+YMQOQRnepUqVsTre8iDa6fYg1KbB06dK2CmTJERMTQ40aNZg3b545plRLPv/8cypWrEhwcLDtmAkTJvhgxllHp06d+P7775ONSw8KCjJli9SS1ejRozNlfhqNRpKpnu7t26Ue96lT9nHXVa4RI6BvX6eXGGT4xaOPSu9xTiAyUj4q7XFVmMyqu/3QQ9Lz/frrmTs3jcZL1G+4KpLjaveoRMyDBw/qypRoo9unWL22tWvX5uzZs0RFRREdHc3+/fsZNWqU212gEILff/+do0ePmmXZAdq2bQtAN0cm++23325uW7x4sWe5qVyGJ7lAnVip0WQumWp0T5ggvdrLl9vHk6pG2bu3VDR55x2nrGBOUUe4fNnZXr1aVqEsVsxudPv7Q//+4OMCbBqNr0iqinX37t0ZMmSITWRChaDkZbTR7UOsmtN16tTh5s2bBAUFUaVKFXr06MFHH33E3r17bceo8ImTJ09yzz33mONPPvkkMTEx5l1i0aJF+f777+nTp0+eKY+elEZ3XFxcJs9Eo8m7ZKrRrZKwXntNPn7/Pbz7rpTGa94cHnvMvv+8eXLbm286xyxJXtka5ekGGaf+yy/QurU0tDWaHEJSoa4zZ85k0qRJHpXd8jLa6PYh1lAJq4b2+fPnzQqV+/btsx2jlmTaOZKDSpQoQVhYGOCs+KTo06cP33//fZ6JiQpKoryxV/JbGo3GJ2Sq0a08uhcuQNOmMoTkjTekXvV999mTC5Pi5ZchsxPNw8PB5bs9RaxGt8KxwqnR5BSaNm3qsb6HcppVrVqVmjVrZva0si3a6PYhVk93z549Pe7jWjBn27ZttGzZkpUrVwKymtOvv/6acZPMQSTl6VarAxqNJmOJjY0lLi4u8yQDrQW/tm61bytfHipVku3330/+PI8/7tNppUirVlCrljMZ0hus4SWKFi18NyeNJpPwtPqunJD+/v5EREQwcOBAwsPDM3tq2Q5tdPuQ+vXr061bNzp06ECNGjXM8XyWeLytLj8k58+fp2zZspk2x5yEMrpdPftHjhzJiuloNHmOa9euAWSepzu50LHbbpPKHjduwKhRYAnHc+PiRd/O6++/waEcBcjEzj17ZNtasMfLgmiA09O9ebN8fOstsBQd0WhyCinlWhmGwTfffEPLli0zaUbZF210+5hffvmF5Y4koP79+wNQt25dc/uGDRs4ZcnMv3jxIiVLlszcSeYQVHiNVUy/TJkyRHpalk2CxMREEhMTuXTpks6c1mhSSZRDCSTTjO7kZFaVvm/BglIuz0XRySQoSHqRjx3z3bzuvFOGtqgQkg8/hDvugH/+sVeRfO+95G8crERGyufRuDEIAf/7n+/mq9FkIs8995zZDggIoH79+lk4m+yNNrozkIYNGwL2Ck1CCA46suxPnDjB5cuXdbxTEqgVAmuCafPmzbmYCi9W+fLl8ff3p1SpUjz//PM+n6NGk5u5cOECgJtkaYYRFwehoU4lEiulStn7SSUcDh4sH1u3Tt9cjh6VEoSrVjnHVHjgP//Ixz17nHNVXurp01M+97Rp8H//J9VKdOKkJodjTaa8du0a27Zty8LZZG+00Z2BVK9eHXBqbqsYJ1U0R3lsrXKAGif9+/fn9ddfNwsCAVSqVImIiAi6detGYmIib7zxBidPnvR4vBCCM2fOmP1Zs2Zl+Jw1mtyE0smvUqVK5lwwLk4Wgala1Tnm5/iZcq1kZ42JtnqJBw6Uj0kkYnvNiBGy2M7DDzvHnnoKFi2CAwdk/4kn4MUXZXvlSnljsGJFyud+5hn5mJoYcI0mBxAQEJDjxB4MwwgyDGOpYRgrDMP42TCMAMMwjhuGsdbxV8+x39uGYWw1DONzy7FuY8mRotGdxGS+Mgxjk2EYb1j2cxvL6zRt2pRatWrx66+/8sgjj/D1118DTqNbaVYWLFgwq6aYrSlZsiTvvfceISEhhIeHs2rVKqpVqwbAb7/9xvbt23n33XcZMGCAx+MPHTqUmdPVaHIdKn+icuXKmXPBuDgICJDt8eNh8WKIiJBGdWiofV8VZrZwoYyHVtxxh0xsLFYM/vgDPv0U0pKcrs6vDONOneRjWJjT0x0TI5VVKleW4S6dOknpP6t3PDmsUocajSar6AeME0J0AM4CrwHfCyFaO/52GYbRCGgBNAXOG4bRztNYShfyRnFfTWalYRhfAH0AfyFEc8MwZhiGUR2o5zomhDiQlmeemwgNDTWlAjt16sR2h37srVu3CA8PNz2vVtUTjWdUAkaipQKdej2TSuJwlWcMdf3R1mg0Hlm+fDl9+/alTZs2hIaGZt53VGys0+hWHmSwG9UKFf99553OMYf0KqVKydCP++5zbtuyBZo08X4uJ07Y+z//DMuWwYMPyn7lyqCSupVEoco/ad9eFun57DMZSpJUCMnbb3s/H41Gkx7yGYZhjXuZJoSYBiCEmGwZDwFOAF0Nw2gD7AKeAVoB84UQwjCM5UBn4KqHsWTvuFM0uj1Mpj/wqaO/AmnlNwR+dBmzGd2GYQwGBoNcfsiLqCWXW7du0apVK3NcG93eozzdYE/e8IRrpawQ1+VpjUbjkY8//pjIyEjmz59Ps2bNMuei58/D0qXQqJF3+//0E8yaBRUqyP61a6BqG4SEgEshMl54AVIjN3rhgjT8T56Uhn2BAtCjB/TrB3PmyJjsLl1kKXoVb/7KKzB2LDRrJo3zo0dh9Giwhuc4FGH44APv56LR5ACyuRJbvBCicXI7GIbRHCgBrARmCiHOGIYxC+gCFAbU8nkkEArEexhLFq9ry1omcxRQ8huRwF2OybiO2XDcUUwDKFy4sPD2urkJZXQfP37cNl64cOGsmE6OxFP8u7UokeL06dOmeszAgQOZNWuWGdaj0WiSZ/Xq1WY705RLtm6F6Gh49VXv9q9XDz7+2NkvUsTZ9nOJnHzgAViyRIaKWGO9166VfUfSu0liojSOixWTxr2VDz+E4sVlrLdrtb3QUKk1/uefzrG4OBniMm+evN60aXK8QQPvnqdGkwM4ffp0jrZlDMMIBj4DegJnhRCxjk3bgOrAdUDFAhdBhmd7GksWrxIpLZN5wlcXzosoNY4DB+yRN9bqlZrkyZcvH2PGjOGNN5JPHbBqec+YMYOhQ4dy5MgRYmNjkznKe2bNmsXgwYM5f/68GeaSHAkJCam/dkKCLHGt0WQhmSa16VBKoXbt9J/r0iX5eM890L+/VCERAhxJ7YA08Nu08ayNPXGifPR0w1GuHEya5G5wKyySsID03L/0kgxBKVdOesNBXlujySWUKVMm827QfYxhGAHAT8DrQohjwLeGYTQwDMMf6AH8DWxHRnEANEA6oD2NJYs3iZSuk/HJhfMiytOttG8VOfWNmlWMHj2ad955x9Tx9uTpVq/xpk2b8Pf3p3bt2sTFxbmFnKSFbdu2MWjQIL788ktCQ0Np3DjZFSsAOnToQFBQEFu2bPHuIv/+K5enCxWSsaGKjRu9U0fQaNJIQkIC/v7+Zh5FpoVlqc+mRX4szajY7i+/hG+/BbXsPWOGcx9rqIlV4mzTJmkkg/z8pZYnn7T3HQnzgAyhAanNrUJhNBpNVvMkMkJjtGEYa4E9wLfAX8AmIcQqYD3Q0DCMCTgSLZMYSxZvPNKukzGAAYZhjAN6AYuBhR7GNC4kZXRr0sZtt90GOIvoCCEoU6YMhmHw119/Ac4bGrXsdd1aPS6NhIWFpWr/8+fPs2bNGmJjY70rYR8VBXXrwm+/yf7u3c5t994LHTum6voZwdq1a1nlrUKDJkdx6tQpEhIS6NOnD19++aVNsjNDUStBvjBGn3xSes7r1JF9lUNz9qxMiAS711sZytOnOytdDhgg/1JLUjrdN2/KEJq3305dbLlGo8lQhBBfCCFKWNRK3hZC1BdC1BNCjHbskwi0A/4AOgshjngaS+laKRrLdZcHAAAgAElEQVTdHibzDdAa2Ay0EUJcFUJEuY6l7annbpTRfV55OzTpYt68eYBz+fvq1aucPXsWgMWL5X2fUixRRnd6l8pv3bplXsOKEEmnKSxZssRsq7LaybJxo73/6adQq5ZcHk8LiYlO+TMfsHfvXtq0aUP79u3p1q0be10T1jQ5lsOHD1OxYkUAKlSowFNPPZV5dQRUJUdfGN2GYS+m4+cnlUUWLoSHHpJGuDK6CxeG48elQf7003JsyBCZpGmNE08NTZtK7/qtW1KNpWpVGY7SuLGUCczndTqVRqPJJgghbgoh5gkhDic3lhxpir0WQlwWQvwohDib3JjGjjL8/rQk2bzzzjtZNZ0cT9OmTXn++efZunUru3fvthXC2bt3L6GhoZQsWRKAIo4fz6lTp7JixQoSEhLSdE11DVdt9WPJlJz+448/zIp+1jkmSffu9v6OHbL8tNIGTi0ffAAlS0rvmkVyMa28akl0W7duHT179kz3OTXZgw8sihqZrvYTGyuN44yq0GitqhkeDhMmSMN40iQZ2tKggbz2vn1yLD38+aeM7c6XD65fl1rjGo0mz6MTHjORQoUKUcCSfBMTE5NiQqAmeSpVqgRAvXr1bF7sS5cumQY3QOPGjalRowaTJ0+mY8eOaV4yP+VIklJedkXlypXNYkeKNWvWYBgGM2bMoJFDBm3y5MmkSPv2nsetesTr1nk34fh4KVkG8O67cPvtzn4aOXjwINWqVWPlypU88cQTnHDVM9bkWNTNY79+/WiSGk1rXxAXl7FxzpbvA5MWLWQIyV13yXjrxx6DGjV8e938+eWfRqPJ82ijOxMxDMM0BMPCwsxYZE3aKWFJuoqJibFtsxrdpUqVYtiwYWY/qdLxKaGM7vLly7ttu6QUExz897//Ndu33347VR2lrVUoys6dO23Ffkzy55dyaC5GvI3XX3cfGztWxoxu3iyXs9esgeHDndsXL4bTp+G996QyShq5cuUKrVq1ol27dhw9epRr167xT1q98Jos5dy5c1xQqiFAZGQknTt3Zvbs2fi5yu5lNNbCOBmB+j6oWxcGD5bt996T3u1Zs2T5+DFjMu76Go0mz6ON7kxGGW1F0horqLGhQhtKlCjhJskXbF1OBtq1c1Zo/eSTT9J0PWWslytXjgULFtiK9Vy8eNG2rzX2++OPP+ZNR8nnyZMns3fvXu666y5GjRolY7U7d5YxqNevS33gokWhYEGnprAjzpbu3eGZZ+QSuPPC0K0bjBwpY0nXrYPDh6FtW1Ce9a5d7U/EqtaQCmJiYrhw4QJBjnktXLgQgAULFqTpfJqsIyEhgdKlS1PbItF34cIF281qprJvn7PkekagnlfBgjJ85OBBeXMK0hD/5htnRUmNRqPJALTRnUW4FsjRpI0SJUrw2GOPUbhw4RSN7lq1aqXrZic2NpaIiAgCAwMJDg7mwQcf5LXXXjO3jxs3zrb/4cMyr+LEiRMEBwfz8MMPAzB06FDudISKjB07FlatkuWlL12SRvXq1c4EruPHZSnpRYuk6sGYMVCzpkyMVJ71DRucSicAak5qSXvBAvjuO5mMee+9ciw8PE2vwT///EN8fDxNmzYFYObMmQDUqVMnzXHymqxhxIgRgFyhefnll0lMTOTUqVMeV3GSxRf/95dfhuXL03+e5FBGd6FC8rOhDG6NRqPJJLTRnclMd8hJeaViofGK8uXLc/r0aa66eMlKWdULHOyzeohTSVhYGNOmTaNcuXKmNnj//v3NxEKrHKGSBgwLCzONmEIWzV/bDUKHDs72mjXysX59+VisGAwdCnfcIVUP7rjD6Y2rUUOqIyhJwYED7RO+dEkmYT74oPScR0RIAxxk1b80qKGo+O2aNWsCmCXCe/fuTeXKlVN9Pk3W8OOPPzJx4kTqOCT1xo0bx4EDB4iPjzelOL1i4UKZLOhS8CtVxMWBumHNyBwXZXTr+GqNRpNFaKM7k3nyySeZPXs2P/74Y1ZPJdfQvHlzEhMT6du3r23ck9SZNY4+NZ7Zr776ipUrVwLwzDPP2M734Ycf0qpVKxYuXGjK53Xu3BmwGPlHj0IS/3PTVP/wQ+dgcsmOxYvLx8hIGD/eaahY47y7dJGGtmt5a6tB9f77SV8jCVR4jbqRsL6eJ06c0LHdOYC4uDjeeecdqlWrZvt/1apVC4CiRYt6fzKVkLxrV+om0bixLKM+YgTMn+8cHzkydedJDWrlywcKPhqNRpMWtNGdBfTr18/0FGrST5cuXfjtt9/wd5Eaq1Chgtu+ViMxNQbi6xaD1iqZp3jggQcAuZIhhDC97pcvX5Y7dO0KvXtTyEOi2DnVGDlSerq/+sppWHvCWrFv1Chn2xJfTnLqLMrLPnp0qkMDTpw4QYECBcy43wIupbAbNGiQqvNpMo8zZ87wyiuv8NZbb7F7927GjRuHv78/X3zxhW2/VIVgqbyF1OjAx8bC9u3S2B4/Hvr2ld7nQ4c8l133FcrTnVa9e41Go0kn2ujW5Aq6du3K2bNn2W2p3ujJ0x1gMXrvuusur8793HPPceHCBe6//35Onz7tcZ+RI0dSunRpoqKibKEj3ZXmtiOBNrJJExZZPOUAZ1eulMvzhgFt2sATTyQ/oaZNZXlrK/PmyWX+GTNkbGyVKkkfHxDgTNA8eDD5aznYvHkzH3zwAd988w3ly5c3w2s8KfAkJiayevVqXnrpJe90yR2cOHFCh11lAEIIpk2bRtmyZfnkk0/44IMPKF++vFlZtU+fPrb9vfZ0C2G+r/FWNjIuTq7CuDJmTPLvWV+g3vM690Cj0WQR2ujW5BpKlSpF3bp1zb4nT3dAQABbtmwx+6Yn2oU//viDvn37Ehsby5QpUwDw8/OjTJkySV6/cOHCREdHm7Hd//nPf6Qutyq+AQRu2MADa9fyD6CKqK/fvp37Bw/2TsNbTgSeegqssocqBvzxx+0x4knx++/ysUePJMNeFImJiTRv3pzXX3+dixcv2l4DT17Rf//9lyFDhvDpp58yZ86clOeCrBRaoUIFnlTluDU+Y9++fbaQKFeKFy/OV199Zfa98nRfuSJDSlQehaXqqkeWLZMJjIGBzrwFkNrzx4/DSy+lfM30oqpA6vASjUaTRWijW5PrWLx4Md27d09S+qxJkyb85lD7SCrEZMmSJXz//feMsej2xsfHJ3vdwoULc+3aNZ577jkAqlevTv4jR2DYMLjnHumNBti3j3pAPcdxr732Gr///jtDhgwxFU+8wlHiHki9l9CRQMfevdC7t9NQT0iQBUNmzTJ3dZVCtGqLe/J0v/jii2Ysu5LITI4rV66YlRB/+umnVD0NTcp4UkqyylmCXXfeK093iRKygiNA//5SgvKrr5IO3di0CW7edPabN5f77twpCzZlRnLjXXfJ9/3HH2f8tTQajcYTQohM/ytUqJDQaLwiMVGIuDifn/by5cvCz89PvPXWW27b4uPjBeD216JFi2TP2bx5c5E/f35z/507dwqxdq0QIMTq1fK5SFNDCBCJHq6xcOHC1D2RNm2E6NcvdccoLHMRIMeOHLH3r18Xf1meEyCaNGliO014eLhte/HixW39lBg4cKBt/xkzZqTt+Wg8MmPGDAGIjz76KMn/y+HDh83xffv2JX2yuDghJk+2v29OnHC2N2xwfl7nzxfi+eeF2LVLiC5d7MfcupWBz1ij0WjsANEiC+xd1z/t6dZkb0aPlhJ5N25Ir+xLL8liMGlFCDh+nOLFilG/fn02b95s23zq1Cn69+/v8dAunmJRFbGxFDp3jlu3bplD1UuVkqolIAvfGAasWCH7FSpgfPONW1Lm/v37U/d8Vq+G2bNTd4zivvvk4wMPyLmdP2+XHezbl61z5nCn5TkBdHAJX7EWVwHpufaW+Ph4Zlm86gBbt271+nhNyqjVhiFDhjDQ8f91TXitXLmyqR3vqm9vY9o0eP55+5hV1/vee2XOwIUL0LOnLM5Ur54MP2nZUu4zdaoz1EOj0WjyEllh6WtPt8ZrlGds8mQh6tSR7dq1036+d96R5wgOFp06dXLz2g4dOtTmDQwJCRGAGDJkiEhISEj6vCNGiDCLp/eFatXsnr1r15z7Jiaazd9++00AYvz48cLf31+8/vrraX9uqSU6WoiLF4X45hs5x44dbXM+6OKFbxcaKg4dOiRuefBSRkdHe1wdqFSpUrJT2LNnj7mvv7+/qFmzpggLC8uoZ5wnGTZsmAgKCjL7W7duFRcuXHDbLzY2VmzevDnpEx0+bH9Pr1kjxNWrctulS/Zt/fo52507C7FqlXzfR0fb3v8ajUaTGaA93RpNEty4IRP9hHBWjXv+efj3X9mOiJCJWSlx5Ij04C5ZIpMO9+6F//5XbouMpHhgoJtXtkaNGra+qjJ555134ueXxMdlyxYYN449ju7EVq2YYFUFeeQRZ4VJkHNy0LVrVy5dusSLL75I8eLFU+UlTjeFCkkZNVXU5q+/bJufBqwijL/dfjtVqlQhnwcvZcGCBalfvz7Vq1c3xwoXLkxMTEyyU7jkqKrZrFkzduzYQcWKFdm+fbt9p4sX7RU3Nani0qVLtvyGxo0beywcFRAQYBY78siOHc72lClSaUdJ/Ll6x1UC7ezZ8vPXtq183xcqZHv/azQaTV5CG92a7MUPP0DhwnD//dCxo9TutaKM5s6dpRGwaZNTd9pKfDyosIcHHpDJWqpftiwAxTdudDNyrUmCw4YNo1+/fixdupQnXGX8Nm6UCg63boHDUFEpkA/88otsDBokpf1SUAdRy/mhoaFmxcdMRRndKlF040ZEkSJsz5ePZyyyiwV27oQkJAANw+Dvv//md6WKApQoUSJZozshIcGUFJwcFET9Z5+l0fHjnD99GvHee/DHH3D5siz6062bNNYWLfLqKUVHR1OmTBmWLl3q1f6u7Nq1y6bokZO5ePGiRyM7VWzbJovZgCxo40kN5dFH5WfBURgKkKElGo1Go5FkhXtdh5dokqRZM/syNQgxZowQDz0kRKlSQkRFuW8fNsz9PBMmuO9nTeIC8RqI/P7+InHGDCHOnBFCCPH++++b4Q7ffvut5zlev+4Mc1myxDzvXBAPgxCFCjmX3VPBoEGDREhIiEjM7OX3hATna3PXXUIIIY7v3y8AMXnSJGfiHQgREpJieEDjxo3NhEvAfD6bN28WNWrUELNnzxZCCFsYyhHH+T9y9K+p69WpI0Tp0u7/vxTYuHGjAES9evXctu3duzf5UCEhRL169QQgFi9enOK1siMquXXChAmiUaNGokuXLuk74auvOl9/b97by5YJ8cUXOpREo9FkC9DhJRqNBSFk0uGff0LFivDmm85ttWvDd99JL2vRovDzz3IfhQo7UfzwAwwfDv7+Mqzk5EmnvF6zZjKJa/hwigO3EhKIeeIJcGhPWz2zAR6qRwIwcaJ8jIhwFvqYOZNeBQrwE0CfPmmqrNe8eXMuXLjAtGnT+Pnnn1N9fJqxhs04wmn2OFYY6tarx7x585g5Y4bcfuECpCBr+M477+Dv70+rVq0AePrpp9m3bx+bNm1i//79TJo0yU2GUAUnqFqbkcr7/u+/surh9OnOnQcNSvEpbdy4EYDdu3fbihWtWLGCWrVq0a5dO/cwFgsqIfaBBx7IWQV7Ll8m4eZNhg4dCsDw4cP5+++/KXXiBBw7lvbzqs/b2rXevbc7doRnn9WhJBqNRmMlKyx97enORC5fFmL58qyeRfLExwtxzz1OT9rq1XL87Fkhxo71LBm4aJEQBQrI/Xv3do6HhzvP4/CoCiGkd/q334SIjJT9yEjxmcOr2gAp3yeio8UrI0aY3teffvrJfs3du+3XVX8FC8oks//9T/bXrk3Ty/D333/bvL8TJ05M03nSRJ8+cu5XrgghhOjXr5/0QB854txnxgy5z8qVXp0yKipKhIWFmc+naNGiZnvBggW255pYvLgQhw6J+Y6Vhr/mzbO/xomJQowY4eynwAjL/7FZs2ZmgmCvXr1s1/XEypUr7V5462uQHYmJEeKzz8TVzz8X1T0kswJiBghRtKhc1UgLH34oX/fr1307d41Go8kEyCaebm1053aaNBFu6hlZxa1bQty4YR/bu9duXDnCG7wiMVGIDh1kCMLhw0LcvGk/V3R0sod/NmaMaZQsdhwzoHp1c2z8+PHOnf/9137uOXOc7fh4uc/Nm0KsX+/9/N2eTqKbsZRpxMUJceCA2VXXj4qKcu4TEeG8mYmOFmLPnhRPe/XqVY9GYK9evURBwxD3gChpeZ5r1qwRgFizZo0zlGjWLLkxIUGI5s2FKFw4xesOGDDAdr169eqJW7duJfv6JiYmivnz54vg4GDbPjt37kzxellGfLypOrPO5bkNrVrVbF9Q79UOHeTNZ8uWQnTtKl/bmJiUrzN8uHzddbiIRqPJgWQXo1uHl+R2lOZxEuXOM43ERFl1rlAhWYVuxw6pC/3gg859Xn7Z60Q5QC5dt20rQxCqVIGCBZ3bChSQ10qOoCCz+QAwCDh64IA51rhxY9k4fdpZwRGkokrPnrB9O6xaJcNY1DXvvdf7+bs9nSxcis+fH6pVcxu2lQRXSZVHjshy83XrypLeP/wgkx6FkP0NG8xDihUrRkREhNt5lyxZQmMhWP/kk5y1vDcrO8JK9u/fL0OJhIABA+RGPz/o1Amio6V+uxByfP58qaZh4cKFCy5PLz8HrYoyHpg9ezY9e/YkMjISwNS0XrduXbLHZSmrV8Py5QC0ctnUz5KEXKp5c9lYsQLCwuT/a+tWqcs+aBB8/TU88YRMkFT/j0mToH59mWC7caMM89LhIhqNRpN2ssLS157uTMKaILdrl6w2ePfdsoJcZrNnj91TbP2bMsU7b5snjh1zP9/+/V5Vsfz11189emEfBHELhGjdWoj773eet2xZGa5z+XLa5uoFw4YNs81lzpw5YuvWrRl2vaQIDAwUL7zwgvuGKlWE6NbN+ZqEhjrbCxY424cO2Q4bP3682+v8CAgxaZJtv8TERFGiRAkxePBgzxObONF5jdGjhXj2WWd/0yYzfKJRo0YiNDTUvFalSpXEww8/7DaHGMv77rbbbjPHH3vsMZGYmCjKly8vevbsmb4X0xP79slQpR075KpJWsM+VMiPI3FU/R3+8kshQPRWKwmvvGJfrfHzk9d86SXPn8nLl53tAQPko3XlR6PRaHIQZBNPtza6czP79jl/OJcuFeLtt2X7xRczdx5nzggxc6bnH/c77nCGZ6SVgwelUR8bK8S6dV4flpiYKFavXi1q1KhhM1ied43ZBhnW4GJIZiS9e/f2GAaxd+9esWPHjgy9dkJCggDEm2++6b7x7rudr0n37kIYhrNvLfX99de2w/788083g/dpEMKDQkzbtm1F48aNPU/u99+TvnlTf4cPi9tvv12EhYUJf39/m/HdoUMHMWHCBFGsWDEBiOPHj5un7tq1q7nfJ598IoQQomfPnqJ69eppfi1NWrcW4vPPnf0OHexznj8/bectWlQIEIt/+smc+zPPPOPc/sYbQrRt6zTqFy4U4t13hdi4UfavXHHOwVrevUQJ99f14sW0zVGj0WiymOxidOvwktyMVZ2hc2cZBgCQ2lLj6WHGDKkM8vjjsv/ZZ85tQ4bIJW5/f8/HekvVqjL8IyDAWdrcCwzD4P7772fXrl228RBriMihQ3DggFxer1IlffNMBdevX7f1b9y4AciS63fddZe8Y84AEhMTad26NQCFPIXndO/ubD/4oF1lZskSWWwnf343RZmmTZuyKTiYGKC3Y6wegAf96IYNG7Jt2zZOnz7tfv3WreV1XOnZ02yKTz7hwoUL1KxZk/j4ePr27QtAkyZNWLJkCS+88AKzZ88GICIiwnwtz58/T4cOHTh27BjDhg0DoH79+hw8eJDo6Gj3a3pLdLRU/RgyRKrwqDEraVVIcRy3dfduAM6ePcsUa6jNO+/IECilUNO9O/znP6DCTYKCZNGoU6fguecgKkqOu4ajHTgg/7cajUajSTPa6M7NuBotKrb2zz9ljHVmoGLKFUOHyhjRhAQZM1qgQObMIxkCAgJ49tlnqVu3LgD5KlRwbqxSxWOsc0bz1ltv2fo7d+7k/PnzpoF4LD3yb8kwceJE/vjjDwCKFi3qvsOoUc6btwYN4I03ZIz+/ffLsY4doVEjW1w3AFu3cndkJIHAD0ACMMwwoGVLt0s0bNgQgHLlyplzsdG5M0ydKtsffST9sPPmycfbbyf688+JiYkhJCQEgMMOicORI0fi77jBu+3/27v36Kiq64Hj3wOEV3gLIspDsIDS8hKCoiJEsIoKWKT4gIJSq1VApVbQIgoCrvJyCVpEW0vRaiwPeSqIAQkIpCBogSiKooSfGBAEQuQZZv/+ODN35mYmIcwwM2GyP2vNytw7d+6cuzM32XPm3H0uvNDb3JsoU6YMixcvZs+ePVx88cU0bNiQpKQkwCbdIkJWVhZhOXrUJqw+K1fCgQPw009Qo4ad+AfCS7p9EzuNG0f27t3Uq1ePur7SmGejeXNnwigCf+edO0P//vaDQhzOAaWUSjSadCeyQ4dsD1dgz+CECfaffqhkpjg8Hhg/3l5MVxw5Of77/fvbn2XLumtDlwCvvPIKD3pn2bvsxhvtDHy+Xr84SElJYcGCBc7yddddx7vvvussv+pLOs+x8ePHA9CyZUv69u0bvIExcOeddibONm1szfM2bWwd7Vmz7M9OnWzSbYztmT5+HDp0sM/39paWAejXz84+WkDLgFkMC72IccAAmDnT1oIO1KsXvksofUn3qFGj+OMf/8hvAi7arVmzputp/fr1Iycnh3reeu0+7dq1A+AD78WKZ+LxeHjllVfsTKfbt9vj836IoFw5SEuzvftffGHj5vtwNXSo/0NxUXwXQObl+S8e7dCB7OxsGgXWro+Erz79woXw5pt2pkmllFKRi8eYFh3THSODB4vUqmXvp6fbMc/79olUqGDHeeblFV4CLD/fjsP+8Uf3+v/+1z/Gs7CLH0+ftuOs33vPbnfzzSIHDhRrJsF4ys/Pl/nz58d+RshCeDwe+fe//+2M1e3Ro4fUqVMnaJy3x+ORUaNGydixY0PuZ+vWrdKtWzdZv379GV8zKSlJnnzyycga/uqr7rHAQ4bYny1b2vfGqVO25nkRZSwXL14sgIwYMeLsXnvePFnjjc+SJUsK3Wzv3r2u8eWtW7cWCF0bvVGjRtKvX79ivfzTTz/t/K5ccahTR6R7d2d5Csgd7dpJTk6OSN++/u369RP5xz8Kf4FQY9h/+kmaNm0qffv2LVYbz+izz0S8dc2VUioRUELGdGvSnYhOnxaZMkWkc2dbbaKgwYP9/7D79LHr1q2zCbnPb39rH69WzU7D7vHYRPzRR/3PDXVB5kcfibRp404K/v73aBxlqTFt2jQnOezcubNzf/v27SIisn79emfdG76a1mKT8QULFsgvfvEL57l5eXnycyH1y311wkNeQHk2tm2zv/cmTdzvg/ffP6vd1KhRI3QFlaJkZkoVzlxfOz8/X5KTkwWQywLqWb/99ttB23bs2FG6du3qPK8ovv00aNDAPZnPlCk2oQaRMmWc7SZNmmTPq/nzRWrXto+XLVvUC7hvLVuKx+ORihUryuOPP168GCmlVClTUpLukvUdvzo3HnzQ1rzOyIACX6MD8Pvf++/PnQsPPwzXXGMvpNq82Y67/vBD+3hurh23O3myvRhy6lT/c1980Y5JPX3aDmU5cABSU+Gzz+zjZcvCxx/D/fdH71hLgUGDBjn3MzIynGEwl19+OStWrGDfvn3O477a0gAfffQRt99+u1OfOiMjg+7du5OcnByyZnV+fj5gx7hH5Je/tENKvvnGvp/+/GcYNsyOET4LFStW5NixY2fc7tixY/4LTy+5BN8lqJc3a1boc8qWLUteXh47d+7ktttuc9ZXCzHFefXq1fnxxx+ZOHEi5cqVc8U70OcBF4/WqFEDXnjB/+DgwXD11fa+x0OtWnbi+/3799vz5Pbbbd36hx+259OCBfDcc/CnP8Hll0PLlnDJJfb59erZCx137oQPPyQ3N5fjx48HDY1RSilVwsQj09ee7igqOCvjzTeH3u7rr0Vefz245yywlNnvfify3HPB24AtA1imjHvdgAH++wGl2FTkOnbsKIBMnTrVNV18z549Zfbs2c5ylSpVnOe88847riEUgbcBAwYEvUZeXp4AMnHixFgeWqEaN24s/fv3P+N27dq1k3r16smxY8fk+k6dBJBBvvfhqFFnfP706dOduKxZsybo8YL1vWfOnBlyP0lJSc42v2ra1H8u+KxYIQJy8uabpUxAb7drONNXX4U+3wJvu3a5XnfHjh1B33IopZTyQ3u6S5hPPy3ehUwlwYkTtgJJt262zSIwfLi9+K9gFYTBg0Pv47LL7Ax0BWdQXL4cnnjCVqiYNAlGjbK93b6yfgsX2uojF10E331nezF93njDVkHYuNE/e6E6JxYtWsTUqVMZOnQorVq14vDhwwA0bNiQEydOAPaiv7p163L69GkyMzPJDbgQNPAiQsD1mI+vVzninu5zpFKlSmfs6RYRNm3axA8//EBaWhqrvRcIt/FtMHYsZGcXuY/AbxJCVf8oOFNowdkufWrUqAFAL+DLHTvIB/cFx507w7x5bHnmGTwB1YM2bNjg36ZpU38lEbDfJF11FbJ0KZueftqeW4HVdcDpefdVZFFKKVUyla6ke9Ik+5X3vHlw772wfz9kZsJtt8GVV9pazw8/bMt5lSQbN9qvn9etsxURKla0X1WvWAFTpsDixfbYHnwwOOn2lXIrzJtvwpgxtk6vzxNP2AoVvgSkalVbfvD4cejZ05+AN2hgS7Z99ZWtcJCSYpNy3/Tp6pypXbs2jzzyiJMAVqtWjbZt27J161ZOnjwJQPPmzcnOzmbhwoV07NiRYcOGAXYIw0R1LhgAABDISURBVPDhw137W7BgAR9//LFrna/ax/79+6N9OMWSnJzMkYD38+nTp13JKsDBgHrSvuR529atDP3uO1i2zD6we7d7xytX2vf36NEgQoUKFZjx2GMANA5Rm7xBgQ+Qe/fuDdneOnXq0AvoDZwClgAHq1f3b1C2LPTuTebmzQBO/DMzM9078tWDnz8fnn8eMjP566ef0n7cONZ6P2AF+uGHH5zXV0opVYLFo3s9LsNLcnJEkpNFAr/2DbxVqiTSo4d/efx4O1Qj3rZvd7ezShX//TvusO2uVs2/rnNn9/ZnY9s2O1W8Oi9cc801Asi1114rgIwZM0YAZzbLOnXqSNWqVeXkyZPy+eefBw0x6dChg7OvkydPOut79+4dx6Pyu/vuu+XSSy91lgFJSkqS3bt3O+s2bdoUdFynfbMvbtxoz4GUFBHfxaMej/v88A0n6dLFLlesKHLrrSITJjivcejQIWnRooUAUrduXenZs6e/kT//LLJpk5w6dUqSkpJkBMjaLl2ctlxxxRXOprNmzZLly5dL//79pV69es6Fq642i9ghJrfcIpKb66yqVauWADJ79mwREcnOzpatW7fKoEGDBJBy5crJ4cOHIw25UkolJErI8JLSk3SLiIwYETrhrlxZ5Pvv7Tbjx/vX16sn8tJLdr3HE9NpwJ3X7N3btiU52f5s0EBkyRKRPXtE5szxtzUlxX1MN9xgp+lWCSslJcWVbL744ouu5ZycHCdBPXz4sLN+4sSJAkjgeRhYAWXYsGHxOiSXRx99VKpWreos+9rXunVrERE5deqUs6569erOfceBA/4PqaNH2/Np3Tr3efLmmyL33BP67wKILF4sIna8e2ZmpvTp08eZFt7j8ch7nTrJIZCvVq+2471Btk6Y4Po97Nq1S3bt2uVal5qa6jqmLVu2iIjInj175ODBg644nDhxwtlu2rRp8u233wZ90ChbVMUTpZQq5c6rpBuoC6zx3k8CFgNrgUGFrSvqFrekO7DG9Pjxtj7uO+/Y+tWBPB6RefNC/xP2lg6LiZdesq95zTUiEyfa+zNm+B///HN/uw4csInFkCEiK1fGro0qbjIyMlyJ18GDB0P3+Hqlp6fL2LFjXT2svov45s+fL4CMHj1ajh49Go/DCfLMM8+4jiPw2DZs2CCZmZnO8oEDB+TZZ5+Vv4cqT3nFFfYcqVXL/rzoIpEvvrD3K1Twn0MzZ9oPqvXru8/5kSOdXY0cOVIAycrKkr+OH++8/r3eC13XgXwbUFsdkBkzZsjUqVNd6xo2bCgiIllZWQLIW2+9JSIi9evXF0Dy8/OlWbNmMnDgQNeHqaeeekqee+65oKT7zjvvjPrvQymlzlfnTdIN1ASWAZu9y38CRnvvvw9UDbWuqH3GtXrJ5s0iaWnF2/bIkdCJdzTl59va2a+/LtKqlT/RPn5cZNYsW4M7cNshQ+xkFqpUmjt3rquHt2bNmsE9viF06NBBANmxY4eIiNP7vXPnzqi3ubgmT54sgDNsomCi6Us+O3XqVPSOhg6159Ftt4m8/LK/so6vbjaIPP64PZ980tPtOdihg3187lwREdm4caMA8pe//EV6tmnjak8tkFyQH7dtC2rnkCFDXOtmzZolInboCiCTJ0+W/Px85/ERI0YEHW/lypWd+927d3f9ngt+wFJKKeV3PiXd1YDqwCrv8iKghff+k0BqqHUh9vMA8AnwSfny5c99RKPFN6xk+nSRP/zBhmzsWJFoJCehetf79St81kilxPZg+5K4wCStKGlpac52qampTrJ+6NChWDS5WF577TUBZPfu3a6hJIG35s2bF29nO3YEn0e5uSL33We/MSrM3r22NGbnzrZM5gcfSJMmTYLa0aZ6ddl5330i774rp06dkmbNmsnMmTOldu3a0rNnT2e7rl27yi233OLs3uPxOJP0nM3tm2++kRkzZkh6evrZB1YppUqZ8ybpdjb0J90rgOriT6TvCrWuqH2dt3W6162zFy76EuILL7TDU86FvXtD96pv2HBu9q9KheHDhxcr6V61apUriWvWrNkZnxNrvjrjWVlZkpubGzL5LO707BEZONB1Tna96irn9c0ZYuabDdR383g87rrcImKMCXlsnTp1kmXLlknDhg0lKyvLGW7TsmXLKB6sUkolnqKSbm/H8lJgOTAfKA+8DqwHng7YrljrirqFUzIwD6jkvV8FW3Yw1LrE07Ej7N3rr0G9bx/cdVfk+01P95fnAzuj4//+Z2emS0mJfP+q1JgwYUKxtmtfoKxjdnZ20Lp4880O+dBDDzn3a9eu7dqmVatW0W/IkCFQv76z2L1cOee+nOGpBWt6G2OC6n5fcMEFruX63teaNm0aN910E7t27aJFixaMGTMGEWHLli1hHIRSSqlC9ANeEJFfAznYzuSyItIRaGKMaWqM6V2cdWd6oXCS403Add77rYHvClmXmKpWtZNteGvtAnD0aOhtDx4EY+Ceewrf37PPwo03uvfVujW0agVlEvOzi4qut99+m3/+859FbpOcnMzJkyeZN28eAMePH6dSpUpFPifWqntrXK9evdpZV7FixZDbRFX79nYiqE8/hW7deHztWtKL+dR27dqdcZulS5cycOBAcnNzOXToEIsWLWLcuHG0bt06omYrpZRylDPGfBJwe8D3gIhMF5EPvYt1gP7AbO/ycmx+26WY64puRBgNnwW8b4zpBLQA/gt8H2JdYmvbFpYssRPrpKfbSWO8k5Swc6dNzqdPt8tpaXYGx8mT3Yl0VhaMG+df3rABSljio84/d999d7G2S0pKIjU11VkuaUm3r3c70P33309WVhZz5swBoG3btrFpTNmy0KYN/Oc/0KMHXdet437g4pEji3zae++9R3p6OkeOHAma2Menffv2/Otf/3KW27ZtG7vjUkqp0iFfRIr8OtcY0xFbPOQ7bF4L8BNwJZBczHVFMt4xKWfFGHMxNqP/QEQOF7auMMnJyfLzzz+f9euWOCdPQoUK9v6mTVCwV6tSJTv18wUXwFtvQeXKkJdnH3v3XejTxybjy5ZBy5bas61iTkQo433fXX/99WRkZMS5RX7Z2dk0atTItW7RokX06NGDXr16sWjRIo4dOxbU+x0THo/9FqvAUBGllFIljzHmqIgkF/F4LWxv9R3YinxpIpLpHUJyObZ09hnXicjzRbUjrCxPRPaIyOzA5DrUuoRXvrz/fqivkfPzbe/25Ml2+ehRSE21U7b36WPX/e1vdjiJJtwqDgLHF+8uOF16nAUOHfGNe67snaY9LS2NL7/8Mj4JN9jzVRNupZQ67xljygNzgKdEZBfFH0Z91kOrwxleogJt3gxXer9ReOABe6Fl48bQpYtd77vo8sgRuOEGyMiwN4CpU+H22+PSbKV8NmzYwMCBA3n55Zfj3RSXwKT71Vdf5bHHHiPFe2Fx5cqVadasWbyappRSKnH8Hjs0ZKQxZiQwE/iddwRHd+Bq7HXza4qxrkhhDS+JVMIML/E5dcoOF/nNb9y936G2u+ceOyxl9Gg7LlwpVaj09HRWrVrF2LFjg6p+KKWUUsVxpuElIbavCdwIrBaRnLNZV+R+NelWSimllFKJ6myT7mjRgcRKKaWUUkpFmSbdSimllFJKRZkm3UoppZRSSkWZJt1KKaWUUkpFmSbdSimllFJKRZkm3UoppZRSSkWZJt1KKaWUUkpFmSbdSimllFJKRZkm3UoppZRSSkWZJt1KKaWUUkpFmSbdSimllFJKRZkm3UoppZRSSkWZJt1KKaWUUkpFmRGR2L+oMR7gWMxfGMoB+XF43ZJK4xFMY+Km8XDTeATTmLhpPNw0HsE0Jm6xiEclEYl7R3Ncku54McZ8IiLt492OkkLjEUxj4qbxcNN4BNOYuGk83DQewTQmbqUpHnHP+pVSSimllEp0mnQrpZRSSikVZaUt6X4t3g0oYTQewTQmbhoPN41HMI2Jm8bDTeMRTGPiVmriUarGdCullFJKKRUPpa2nWymllFJKqZjTpFspddaMMfWMMd2MMVXj3RallFLqfJAwSbcxproxZqkxZrkxZr4xprwx5nVjzHpjzNMB29U1xqwJWE4yxiw2xqw1xgyKT+vPvXDj4V13hTFmYexbHT0RvD8aGmNWGWNWGmNeM8aY+BzBuRdBTJoB/wGuBTKMMeXj0PxzLpJzxrv+V8aYD2Pb6uiJ4P1xiTHm/7znzSpjTJ34HMG5dQ7eH4uNMW1i2+roiuA9Mibg/bHdGPNUfI7g3IogHk2MMSuMMZ8ZY0bFp/XnXgTxuNIYk+7Nyx6PT+ujI2GSbqAf8IKI/BrIAe4CyopIR6CJMaapMaYmMAtIDnjeUGCTiFwL9DGJ03MXVjyMMZcBk4DqcWhzNIX7/ngQeEhEbgAaAC1j3O5oCjcmrYD7RGQMsBNoHON2R0u48cD7YewFICnGbY6mcONxFTBeRLp4bz/GvOXREcn7ox/wjYh8FutGR1lYMRGRZ33vD2Ab8Ebsmx4V4b5HhgDPiEgb4KZE+aBK+PF4CbgPuA64wxiTKP9jEifpFpHpIuLrZaoD9Adme5eXY395p4E7gdyAp3YJ2G41kBAF2iOIxxHgjli1M1bCjYeIjBSRL7yLFwD7Y9Pi6IsgJnOBXcaYW4GawNcxa3QURXDOgP0H8VEs2hkrEcTjauB+Y8xmY8zzsWpvtIUbD2NMLWAKcNAYkxq7FkdfhOcMxpgU4P9E5PsYNDfqIojHAaCVMaYuUAE4FJsWR1cE8aglIrvFVvo4AFSLUZOjLmGSbh9jTEdsIrAb8J3IPwF1RSRXRA4XeEpywe1i0tAYOdt4iMg+ETkR42bGTBjvD9/z7gSyRGRPbFoaO2HGpArQF9gFJFQJpLONhzHmAuw/k8kxbWiMhPH+WIrtzEgBOhpjWsWqrbEQRjyGAXOAV4EBxpieMWtsjIT7dxV4FNurmVDCiMcy7IfVR4CVJNgU8WHEY60xZogx5h7gUmBLzBobZQmVdHt7FF4CBgF5QCXvQ1Uo/FiLu915J8x4JKxw42GMaQL8GXgs2m2MtXBjIiKHRGQgdjhFSrTbGSthxuOvwFMicir6LYytMOOxTkSOiMhp4FOgadQbGiNhxqMt8DcRycH28nWJcjNjKoK/qzWAC0Xkm6g3MobCjMeTwL0iMtK7/Y3RbmeshBmPB4Ht2GE3EySBalsnTOJl7MVcc7D//HYBm7BfXQC0Br4r5KnF3e68EkE8ElK48fCON0sDBhXRW3NeiiAmrxhjrvcu1iBBvgqN4JzpDEwwxqwC2hhjxkW5qTERQTw+MLa6TWXg19gxu+e9COLxNdDEe7899tuhhBDh/5lewPtRbWCMRRCPxkADY0xF4EoS5NvDcOPh/cD+pXfxrSg3M7ZEJCFuwEPAQWCV9zYQ+B/24qYvgOoB264KuN8IyAKmAhuxg/zjfjzxikdR687nWwTvjwnADwHP6xzvYykBMWkMfAysAUbF+zjiHY8C+wi5/ny8RfD+SMX2Um0BhsT7OEpAPC7GJpdrgQ+BqvE+lnjHxLv8NnBlvI+hJMQDuBV7UfoRbCdPqc9DsBdXdor3MZzrW0LPSOntpbwRWC32q73CtrsY++nrA0mw3sxAxY1HaaHxCKYxcdN4uGk83DQewTQmbhoPt9Iej4ROupVSSimllCoJEmZMt1JKKaWUUiWVJt1KKaWUUkpFmSbdSimllFJKRZkm3UoppZRSSkWZJt1KKaWUUkpF2f8DHob0rKFQmAUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#贵州茅台近八年的股价走势\n",
    "get_data_plot('600519','2010-01-01','贵州茅台')\n",
    "#茅台才叫真牛吧，2015年鸡犬升天的时候，它却稳如泰山，\n",
    "#2016年后伴随着股灾收割机的开启，大量股票腰斩，它却不断创新高。\n",
    "#这走势一看还以为是美股标普走势呢"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>简称</th>\n",
       "      <th>流通股</th>\n",
       "      <th>市盈率</th>\n",
       "      <th>市净率</th>\n",
       "      <th>每股收益</th>\n",
       "      <th>每股公积</th>\n",
       "      <th>收入同比</th>\n",
       "      <th>利润同比</th>\n",
       "      <th>毛利率</th>\n",
       "      <th>净利率</th>\n",
       "      <th>收盘价</th>\n",
       "      <th>总市值</th>\n",
       "      <th>流通市值</th>\n",
       "      <th>成交量</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>002164</th>\n",
       "      <td>宁波东力</td>\n",
       "      <td>4.40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.61</td>\n",
       "      <td>-4.564</td>\n",
       "      <td>3.36</td>\n",
       "      <td>112.69</td>\n",
       "      <td>-4796.91</td>\n",
       "      <td>2.45</td>\n",
       "      <td>-26.92</td>\n",
       "      <td>3.07</td>\n",
       "      <td>21.469962</td>\n",
       "      <td>13.506263</td>\n",
       "      <td>11397504.0</td>\n",
       "      <td>2.59068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600961</th>\n",
       "      <td>株冶集团</td>\n",
       "      <td>5.27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-2.93</td>\n",
       "      <td>-2.979</td>\n",
       "      <td>1.64</td>\n",
       "      <td>-11.22</td>\n",
       "      <td>-3749.51</td>\n",
       "      <td>-2.61</td>\n",
       "      <td>-17.52</td>\n",
       "      <td>7.61</td>\n",
       "      <td>40.139547</td>\n",
       "      <td>40.139547</td>\n",
       "      <td>1134701.0</td>\n",
       "      <td>0.21513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000911</th>\n",
       "      <td>南宁糖业</td>\n",
       "      <td>3.24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.70</td>\n",
       "      <td>-1.999</td>\n",
       "      <td>4.44</td>\n",
       "      <td>68.77</td>\n",
       "      <td>-546.43</td>\n",
       "      <td>1.83</td>\n",
       "      <td>-22.75</td>\n",
       "      <td>6.27</td>\n",
       "      <td>20.319875</td>\n",
       "      <td>20.319875</td>\n",
       "      <td>3854802.0</td>\n",
       "      <td>1.18946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300032</th>\n",
       "      <td>金龙机电</td>\n",
       "      <td>7.89</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.11</td>\n",
       "      <td>-1.935</td>\n",
       "      <td>3.97</td>\n",
       "      <td>-15.76</td>\n",
       "      <td>-605.94</td>\n",
       "      <td>9.68</td>\n",
       "      <td>-73.98</td>\n",
       "      <td>3.44</td>\n",
       "      <td>27.629035</td>\n",
       "      <td>27.153896</td>\n",
       "      <td>22306498.0</td>\n",
       "      <td>2.82591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000063</th>\n",
       "      <td>中兴通讯</td>\n",
       "      <td>34.34</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.96</td>\n",
       "      <td>-1.732</td>\n",
       "      <td>2.73</td>\n",
       "      <td>-23.26</td>\n",
       "      <td>-285.92</td>\n",
       "      <td>32.30</td>\n",
       "      <td>-12.35</td>\n",
       "      <td>21.44</td>\n",
       "      <td>898.908843</td>\n",
       "      <td>736.276259</td>\n",
       "      <td>234759423.0</td>\n",
       "      <td>6.83608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002188</th>\n",
       "      <td>*ST巴士</td>\n",
       "      <td>2.15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-2.25</td>\n",
       "      <td>-1.684</td>\n",
       "      <td>5.45</td>\n",
       "      <td>-78.68</td>\n",
       "      <td>-816.16</td>\n",
       "      <td>-73.34</td>\n",
       "      <td>-474.00</td>\n",
       "      <td>3.71</td>\n",
       "      <td>10.967781</td>\n",
       "      <td>7.967282</td>\n",
       "      <td>6384337.0</td>\n",
       "      <td>2.97289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300008</th>\n",
       "      <td>天海防务</td>\n",
       "      <td>6.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.30</td>\n",
       "      <td>-1.379</td>\n",
       "      <td>1.21</td>\n",
       "      <td>-10.79</td>\n",
       "      <td>-1023.96</td>\n",
       "      <td>0.19</td>\n",
       "      <td>-160.90</td>\n",
       "      <td>3.13</td>\n",
       "      <td>30.048507</td>\n",
       "      <td>18.855402</td>\n",
       "      <td>15189000.0</td>\n",
       "      <td>2.52138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002200</th>\n",
       "      <td>云投生态</td>\n",
       "      <td>1.32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.45</td>\n",
       "      <td>-1.267</td>\n",
       "      <td>4.20</td>\n",
       "      <td>-41.45</td>\n",
       "      <td>-279.83</td>\n",
       "      <td>-7.07</td>\n",
       "      <td>-81.37</td>\n",
       "      <td>6.28</td>\n",
       "      <td>11.563545</td>\n",
       "      <td>8.265617</td>\n",
       "      <td>3115625.0</td>\n",
       "      <td>2.36717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300116</th>\n",
       "      <td>坚瑞沃能</td>\n",
       "      <td>12.94</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.54</td>\n",
       "      <td>-1.197</td>\n",
       "      <td>2.02</td>\n",
       "      <td>-58.88</td>\n",
       "      <td>-487.28</td>\n",
       "      <td>1.39</td>\n",
       "      <td>-82.23</td>\n",
       "      <td>1.78</td>\n",
       "      <td>43.298937</td>\n",
       "      <td>23.035389</td>\n",
       "      <td>119920469.0</td>\n",
       "      <td>9.26654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600807</th>\n",
       "      <td>*ST天业</td>\n",
       "      <td>7.87</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.27</td>\n",
       "      <td>-1.160</td>\n",
       "      <td>1.34</td>\n",
       "      <td>-25.25</td>\n",
       "      <td>-1161.96</td>\n",
       "      <td>4.28</td>\n",
       "      <td>-105.26</td>\n",
       "      <td>3.45</td>\n",
       "      <td>30.519898</td>\n",
       "      <td>27.152137</td>\n",
       "      <td>7457820.0</td>\n",
       "      <td>0.94760</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           简称    流通股  市盈率    市净率   每股收益  每股公积    收入同比     利润同比    毛利率     净利率  \\\n",
       "code                                                                            \n",
       "002164   宁波东力   4.40  0.0  11.61 -4.564  3.36  112.69 -4796.91   2.45  -26.92   \n",
       "600961   株冶集团   5.27  0.0  -2.93 -2.979  1.64  -11.22 -3749.51  -2.61  -17.52   \n",
       "000911   南宁糖业   3.24  0.0   2.70 -1.999  4.44   68.77  -546.43   1.83  -22.75   \n",
       "300032   金龙机电   7.89  0.0   1.11 -1.935  3.97  -15.76  -605.94   9.68  -73.98   \n",
       "000063   中兴通讯  34.34  0.0   3.96 -1.732  2.73  -23.26  -285.92  32.30  -12.35   \n",
       "002188  *ST巴士   2.15  0.0  -2.25 -1.684  5.45  -78.68  -816.16 -73.34 -474.00   \n",
       "300008   天海防务   6.02  0.0   2.30 -1.379  1.21  -10.79 -1023.96   0.19 -160.90   \n",
       "002200   云投生态   1.32  0.0   5.45 -1.267  4.20  -41.45  -279.83  -7.07  -81.37   \n",
       "300116   坚瑞沃能  12.94  0.0   3.54 -1.197  2.02  -58.88  -487.28   1.39  -82.23   \n",
       "600807  *ST天业   7.87  0.0   4.27 -1.160  1.34  -25.25 -1161.96   4.28 -105.26   \n",
       "\n",
       "          收盘价         总市值        流通市值          成交量      换手率  \n",
       "code                                                         \n",
       "002164   3.07   21.469962   13.506263   11397504.0  2.59068  \n",
       "600961   7.61   40.139547   40.139547    1134701.0  0.21513  \n",
       "000911   6.27   20.319875   20.319875    3854802.0  1.18946  \n",
       "300032   3.44   27.629035   27.153896   22306498.0  2.82591  \n",
       "000063  21.44  898.908843  736.276259  234759423.0  6.83608  \n",
       "002188   3.71   10.967781    7.967282    6384337.0  2.97289  \n",
       "300008   3.13   30.048507   18.855402   15189000.0  2.52138  \n",
       "002200   6.28   11.563545    8.265617    3115625.0  2.36717  \n",
       "300116   1.78   43.298937   23.035389  119920469.0  9.26654  \n",
       "600807   3.45   30.519898   27.152137    7457820.0  0.94760  "
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#每股收益最低的十只股票\n",
    "data.sort_values('每股收益',ascending=True)[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "中兴通讯应该是这里面比较熟悉的名字了，不出意外，受中美“毛衣战”影响，2018年三季度财务数据全部变脸：收入同比-23.26%，利润同比-285.93%，净利率-12.35，每股收益-1.732，估计是中美贸易战最大的受害者之一了。看看资本市场的反馈如何？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#中兴通讯走势\n",
    "get_data_plot('000063','2010-01-01','中兴通讯')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在深圳的时候，经常会听到华为中兴，像金庸天龙八部里面经常被提到的北乔峰南慕容，当然，乔峰可一直没把南慕容放在眼里。中兴通讯2015年牛市的时候平平无奇，2017年因为5G概念，飞了一把，谁知2018年中美“毛衣战”飞来横祸，股价被拦腰一斩，甚是惨淡（其实还好，也就回到2017年之前）。中美“毛衣战”算是黑天鹅事件了，至少2018年年初的时候很少有人预料到会演变到这一步田地，后面解读的基本上都是马后炮。万物互联的时代一直在酝酿着，相信5G概念未来仍然会持续发酵，但是中兴仍然感觉力不从心，毕竟脖子被人掐住了，未来能否借助5G的发展突破困局，拭目以待。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 市值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>简称</th>\n",
       "      <th>流通股</th>\n",
       "      <th>市盈率</th>\n",
       "      <th>市净率</th>\n",
       "      <th>每股收益</th>\n",
       "      <th>每股公积</th>\n",
       "      <th>收入同比</th>\n",
       "      <th>利润同比</th>\n",
       "      <th>毛利率</th>\n",
       "      <th>净利率</th>\n",
       "      <th>收盘价</th>\n",
       "      <th>总市值</th>\n",
       "      <th>流通市值</th>\n",
       "      <th>成交量</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>601398</th>\n",
       "      <td>工商银行</td>\n",
       "      <td>2696.12</td>\n",
       "      <td>6.03</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.672</td>\n",
       "      <td>0.43</td>\n",
       "      <td>7.71</td>\n",
       "      <td>5.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>41.53</td>\n",
       "      <td>5.41</td>\n",
       "      <td>19281.578509</td>\n",
       "      <td>14586.020698</td>\n",
       "      <td>222347405.0</td>\n",
       "      <td>0.08247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601939</th>\n",
       "      <td>建设银行</td>\n",
       "      <td>95.94</td>\n",
       "      <td>5.93</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.856</td>\n",
       "      <td>0.54</td>\n",
       "      <td>5.94</td>\n",
       "      <td>6.39</td>\n",
       "      <td>0.00</td>\n",
       "      <td>42.82</td>\n",
       "      <td>6.77</td>\n",
       "      <td>16925.743176</td>\n",
       "      <td>649.490620</td>\n",
       "      <td>144647923.0</td>\n",
       "      <td>1.50775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601857</th>\n",
       "      <td>中国石油</td>\n",
       "      <td>1619.22</td>\n",
       "      <td>22.05</td>\n",
       "      <td>1.16</td>\n",
       "      <td>0.263</td>\n",
       "      <td>0.70</td>\n",
       "      <td>17.30</td>\n",
       "      <td>177.16</td>\n",
       "      <td>22.40</td>\n",
       "      <td>2.81</td>\n",
       "      <td>7.73</td>\n",
       "      <td>14147.521585</td>\n",
       "      <td>12516.576615</td>\n",
       "      <td>80155247.0</td>\n",
       "      <td>0.04950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601288</th>\n",
       "      <td>农业银行</td>\n",
       "      <td>2940.55</td>\n",
       "      <td>5.54</td>\n",
       "      <td>0.82</td>\n",
       "      <td>0.510</td>\n",
       "      <td>0.50</td>\n",
       "      <td>12.01</td>\n",
       "      <td>7.25</td>\n",
       "      <td>0.00</td>\n",
       "      <td>37.51</td>\n",
       "      <td>3.62</td>\n",
       "      <td>12669.385826</td>\n",
       "      <td>10644.801639</td>\n",
       "      <td>304720205.0</td>\n",
       "      <td>0.10363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601318</th>\n",
       "      <td>中国平安</td>\n",
       "      <td>108.33</td>\n",
       "      <td>11.22</td>\n",
       "      <td>2.25</td>\n",
       "      <td>4.450</td>\n",
       "      <td>7.17</td>\n",
       "      <td>13.19</td>\n",
       "      <td>19.72</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.58</td>\n",
       "      <td>64.99</td>\n",
       "      <td>11880.328892</td>\n",
       "      <td>7040.148657</td>\n",
       "      <td>112194302.0</td>\n",
       "      <td>1.03570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601988</th>\n",
       "      <td>中国银行</td>\n",
       "      <td>2107.66</td>\n",
       "      <td>5.26</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.48</td>\n",
       "      <td>3.32</td>\n",
       "      <td>5.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>40.75</td>\n",
       "      <td>3.65</td>\n",
       "      <td>10745.154380</td>\n",
       "      <td>7692.941292</td>\n",
       "      <td>119871047.0</td>\n",
       "      <td>0.05687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600519</th>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>12.56</td>\n",
       "      <td>22.90</td>\n",
       "      <td>7.38</td>\n",
       "      <td>19.689</td>\n",
       "      <td>1.09</td>\n",
       "      <td>23.06</td>\n",
       "      <td>23.77</td>\n",
       "      <td>91.12</td>\n",
       "      <td>47.34</td>\n",
       "      <td>601.20</td>\n",
       "      <td>7552.261174</td>\n",
       "      <td>7552.261174</td>\n",
       "      <td>8341468.0</td>\n",
       "      <td>0.66403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600036</th>\n",
       "      <td>招商银行</td>\n",
       "      <td>206.29</td>\n",
       "      <td>8.27</td>\n",
       "      <td>1.51</td>\n",
       "      <td>2.660</td>\n",
       "      <td>2.68</td>\n",
       "      <td>13.59</td>\n",
       "      <td>14.58</td>\n",
       "      <td>0.00</td>\n",
       "      <td>35.80</td>\n",
       "      <td>29.46</td>\n",
       "      <td>7429.766514</td>\n",
       "      <td>6077.287029</td>\n",
       "      <td>69025556.0</td>\n",
       "      <td>0.33461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600028</th>\n",
       "      <td>中国石化</td>\n",
       "      <td>955.58</td>\n",
       "      <td>9.17</td>\n",
       "      <td>1.02</td>\n",
       "      <td>0.495</td>\n",
       "      <td>0.99</td>\n",
       "      <td>18.80</td>\n",
       "      <td>56.31</td>\n",
       "      <td>18.15</td>\n",
       "      <td>2.89</td>\n",
       "      <td>6.06</td>\n",
       "      <td>7336.915305</td>\n",
       "      <td>5790.800925</td>\n",
       "      <td>160643995.0</td>\n",
       "      <td>0.16811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601628</th>\n",
       "      <td>中国人寿</td>\n",
       "      <td>208.24</td>\n",
       "      <td>23.67</td>\n",
       "      <td>1.94</td>\n",
       "      <td>0.690</td>\n",
       "      <td>1.94</td>\n",
       "      <td>-1.22</td>\n",
       "      <td>-25.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.67</td>\n",
       "      <td>22.19</td>\n",
       "      <td>6271.938040</td>\n",
       "      <td>4620.741307</td>\n",
       "      <td>10153882.0</td>\n",
       "      <td>0.04876</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          简称      流通股    市盈率   市净率    每股收益  每股公积   收入同比    利润同比    毛利率    净利率  \\\n",
       "code                                                                            \n",
       "601398  工商银行  2696.12   6.03  0.88   0.672  0.43   7.71    5.10   0.00  41.53   \n",
       "601939  建设银行    95.94   5.93  0.91   0.856  0.54   5.94    6.39   0.00  42.82   \n",
       "601857  中国石油  1619.22  22.05  1.16   0.263  0.70  17.30  177.16  22.40   2.81   \n",
       "601288  农业银行  2940.55   5.54  0.82   0.510  0.50  12.01    7.25   0.00  37.51   \n",
       "601318  中国平安   108.33  11.22  2.25   4.450  7.17  13.19   19.72   0.00  10.58   \n",
       "601988  中国银行  2107.66   5.26  0.73   0.500  0.48   3.32    5.34   0.00  40.75   \n",
       "600519  贵州茅台    12.56  22.90  7.38  19.689  1.09  23.06   23.77  91.12  47.34   \n",
       "600036  招商银行   206.29   8.27  1.51   2.660  2.68  13.59   14.58   0.00  35.80   \n",
       "600028  中国石化   955.58   9.17  1.02   0.495  0.99  18.80   56.31  18.15   2.89   \n",
       "601628  中国人寿   208.24  23.67  1.94   0.690  1.94  -1.22  -25.93   0.00   3.67   \n",
       "\n",
       "           收盘价           总市值          流通市值          成交量      换手率  \n",
       "code                                                              \n",
       "601398    5.41  19281.578509  14586.020698  222347405.0  0.08247  \n",
       "601939    6.77  16925.743176    649.490620  144647923.0  1.50775  \n",
       "601857    7.73  14147.521585  12516.576615   80155247.0  0.04950  \n",
       "601288    3.62  12669.385826  10644.801639  304720205.0  0.10363  \n",
       "601318   64.99  11880.328892   7040.148657  112194302.0  1.03570  \n",
       "601988    3.65  10745.154380   7692.941292  119871047.0  0.05687  \n",
       "600519  601.20   7552.261174   7552.261174    8341468.0  0.66403  \n",
       "600036   29.46   7429.766514   6077.287029   69025556.0  0.33461  \n",
       "600028    6.06   7336.915305   5790.800925  160643995.0  0.16811  \n",
       "601628   22.19   6271.938040   4620.741307   10153882.0  0.04876  "
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#总市值最大的十只股票\n",
    "data.sort_values('总市值',ascending=False)[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#工商银行走势\n",
    "get_data_plot('601398','2010-01-01','工商银行')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "其实从2017年以来，宇宙第一大行走势一直比大盘好很多，整个市场低迷的时候，银行股反而成了护盘的重要推手，当然大金融概念也是炒了一波。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QQgghhBCi1iRMCyGEEEIIUUsSpoUQQgghhKilep9OvLy8nJycHEpKqpwzQAAJCQl06tQJl8vV2KcihBBCiHok+Sh8TT0fRXTSluTkZB14AeKOHTto1aoV7dq1QykVsedqbrTWHDlyhBMnTtClS5fGPh0hhBBC1CPJR+GpKh8ppYq01smNdGpe9d7mUVJSIn9RwqCUol27dvIJVQghhIgCko/CczLkowbpmT4Z/6J4PJ6Qj5WWljJnzpywjjN16lTKy8txu91+xywtLa207cn4PgkhhBCiduT3fnia+vsUNRcghgrHFRUVuN1utNZ+2zz88MO8++67fvtXVFQAsHDhQrZt2wbAnj17OOOMMxg8eDCDBw+mV69e3n0WLVpEYWEhLpeL1157jWHDhjFs2DCGDh3KyJEj6+NlCiGEEELU2ODBgykrK6u0/oUXXmDfvn1orXG73X6PVVRUeLNReXk5AwcOBGDkyJFs374dgPXr1/P1119795k8eTIff/wxDz/8MNOnT+fEiRMMHTq0yiJmU1fvFyA2FWPGjOGHH35AKcWuXbuIj48nNTUVt9tNv379GDlyJL/73e+IiYnhwIEDnHnmmXz99dc8+OCDdO7cmbKyMiZMmMBll13G7NmzSUhIYMCAAcycOZNBgwYxceJEAO6//34Adu3axfTp01m5ciUAo0ePZvTo0Y32+oUQQgghQjl69ChxcXGV1vfp04e7776byZMnc9999+Fyufj888/58Y9/jMfj4Z577uHaa6/F5XIRGxsLgMvlYtKkScTExNCxY0cyMzMBKCgooHXr1qxdu5ZDhw5x4MABdu3aRXJyMrGxsd5gHhNzctV66/0CxC1btnDeeedF7DkiYdq0aXTq1IlRo0ZVeuzQoUOMGTOGv//97xw5coRbb72VZcuWeb9imDlzJuXl5UyYMAGPx8OxY8cYOnQoV1xxBQArV65k9erVLF++nPj4eF588UXuvPNOLr300rDOrSm+X0IIIYSIrKb2+75Pnz5s3LgRwPttfYsWpuZaUFBAy5YtvdumpaWxbt067/21a9fy0EMPsWnTJn7+858TGxvL73//e370ox8BJht17tyZ2NhYnn32WZ599ln69OnDpZdeSn5+PmvWrKFNmzb873//Y8mSJfTr16/S+QV7v5rKBYhRU5kOx9ixY9m4cSNJSUkMHTrUuz4tLY2ePXvy8ssvk5mZybJly0hNTeWKK67g6aefJjU1lbS0NADWrFkDwJAhQ1ixYgVbtmyhZ8+e9O3bl5YtW+LxeMjPz6d169akp6czffr0RnmtQgghhGgaxo8f7w2ykdKnTx+efvrpGu1jZ5mKigr69u3L+eefzxdffMGll17KmDFjWLJkCVdffbV3e4/HQ0xMDP379+eTTz5h8ODBPPPMM7zxxhs8/fTTdOjQAa01n3/+Oc888wxxcXHs3LmT3/72t2zbto0DBw6wadMmHn/8cc455xxeeOGFoEG6qWvYMD1+PET4Lwt9+kAN/7KEEhcXx6uvvsonn3xCUlIS55xzDvPmzePmm2/mjTfeAKBLly5kZWWxdOlSXnnlFfLy8sjPz2fKlCnceOONZGRkAJCbm8uYMWPIzMwkJSWF7OxsAHJychg/fjxvv/12RM5ZCCEi7dChQyilaN++fWOfihBNktsNP/wAPXo09plElrPabFu1ahUffPABALNnz2bEiBGAKRq63W5eeuklOnbsyNKlS/niiy+YM2cOWmu2b9/u7Zs+//zz6datGzk5OUyZMoXXXnuNBx54AJfLxcSJE9mwYQNxcXF07dq14V5sBEllOsDq1atZtGiRtxH+7LPPZv/+/d7H8/PzGTZsGN999x0DBw7kkUceoU+fPpx11lneMJ6VlcXixYsZN24chw8fbqyXIoQQtdKhQwfAfNUrhKhs4kSYORN27IC8PMjNBccX2jVW0wpyQ7N7mGNiYrxtr8uXL/c+/re//Y3c3Fwuvvhi/vCHP5CVlcWECRM444wzALjrrrsAcz3ZH//4R7Zv385XX33Fxo0b2bFjB9deey0AV111VUO+rIhp2DDdxP+yAAwYMACXy0VcXBxpaWk8+uij9OvXj48++giAlJQU1q5dS0ZGBosXL+b48eMsXbqUkSNH0r9/fzZs2EDbtm254447yM7Olgq0EEII0cysXm2WOTlgDWBBc/7smZ2dzdKlS0M+ftNNNwGwePFiwAxll52dzY4dO/y2GzBgANdffz3r1q3jqquuomfPnrhcLi6++GKWLFnC5MmT6+9F1KOoqExPnz6dJUuWeBvp9+/fT1xcHC+99BIAZWVl/PKXv/Ru3759e2bMmMHzzz/PFVdc4b261CkvL48RI0Ywd+5cSkpKWLVqFVlZWcyYMYPHHnsMl8sVtKpzMg/9IoRo/qQaLUT1kpLMsri4cc+jLtxuN0op7wgcgTweD1priouLWb16NU888USlbbTWVFRUUFxczMqVK705C+Cdd94hISEBwC9HjRs3juTkZKZNm0bnzp3ZsWMH33zzDfHx8XzxxRf07ds3wq+0/kVFmH7ooYd46KGHqt1u7NixgPmawf6qYceOHVx//fWMGTPGu11RURG5ubnMmzeP3bt3s2zZMjIzM5kwYQLjxo3jrbfe4pZbbqG0tNRvcpZ9+/aRkZHBbbfdFuFXKIQQkXHDDTc09ikI0eQlJprlyRymFyxYwIsvvuht4UhISPBegAgmAN9zzz3s2LGD+fPnc9999wGmV7ply5YMGTIEj8fDkCFDuPfee7nllluYOnUqYMacfv311zn77LMBGDRoEGCG37vzzjvp2rUr69at49tvv2X06NE88cQTdOjQgczMTN588026devWgO9E3UXl0Hg1VVxcTKL9L8dSXl6Oy+XC4/Fw4sQJ2rRpE5Hnag7vlxDi5OWcacztdoesWgkRzW64ARYtgoUL4cYbzbqaxqmT5fe91jqiMxC63W5vBduubNv/z1T1XE15aLyTa1TsRhIYpMEMSA4QGxsbsSAthBBNSX5+fmOfghBNUnOoTIcr0lN5O1tBAttMmvq04aFImBZCCOHVvXt37+2jR4824pkI0XRZrcDcc0/djiPXKISnqb9PEqaFEEJ4aa1JTjbfmkqYFiI4uzJdUFD7YyQkJHDkyJEmHxQbm9aaI0eOeC9mbIqi4gJEIYQQ4Tl27BhdunTh66+/ljAtRAhBuj9rrFOnTuTk5JCbm1v3gzVzCQkJdOrUqbFPIyQJ0w7bt2/3+4ozlNLSUubNm8dvfvObaredOnUqEydORCnl1xtUWlpKfHx8nc9ZCCEiRWvNsWPH6N+/v4RpIaoQiTDtcrno0qVL3Q8kGl1UhGnn1aIej4cffviB//73vxQVFXHjjTfStm1bUlJSePzxx0lPT2fMmDHcdNNN5OTkUFRUxKBBg3jyySe9x1u4cCHbtm0DYM+ePaSlpXlD+OHDh/n6668BWLRoEYWFhbhcLubPn8+bb75JbGwsWmvatm3LwoULG/7NEEKIEIqKinC73d5Zy4qKihr5jIRommSQG+EUFWF6+/bt3HvvvezatYtVq1bxzDPPsGPHDtxuN19++SUXX3wxDz74IHPnzmX8+PHcdtttHDt2jKVLl/LVV1/x3nvveY/l8XiYPXs2CQkJDBgwgJkzZzJo0CAmTpwIwP333w+YKTOnT5/OypUrARg9ejSjR49u+BcvhBBhOnbsGADt2rUDZJIpIUIJMpcbFRUQI1eiRaUqw7RSqgvwLNAaWK+1/m2DnFWE9ejRg1mzZrFq1SrWr19Pt27dKC0tpaSkhHbt2rFu3To++eQTTjvtNKZNm8bevXs5evQobdu2BWD37t1s3LiRrl278sILL3DdddcxYcIEPB4Px44dY9u2bbz++uuAr5Kzfft2Zs2axbhx47jzzju59NJLG+31CyFEOCRMCxGeYGHa45EwHa2q+2OfATymtR4IdFJKDa7/U4o8j8fDLbfcwmuvvUa7du348ssv2blzJ3v37qWgoIBbb72V/fv38+ijj/LUU0/xt7/9jTlz5gBw4YUX0rFjR1566SUOHjxIZmYmp556KqmpqYwaNQqA1NRU0tLSSEtL8/ZE2zMDbdmyhZ49e9K3b18GDx7MwIED6d27N+np6WHNyiiEEA0lMEy73e7GPB0hmqxgYVr+uTQtSqkWSqndSqkV1s8FSqmpSqnPlVLPObYLa11Vqmvz6AF8Yd0+BKTU9MU4jR8PGzfW5QiV9ekDTz9d9TaxsbG8+uqrPPHEE5SVlXHuuedSUVFBWVkZ55xzDp07d+biiy+mU6dOLF++nDPOOIMrrriCPn36oJRi8+bNvP/++96+6KysLJYuXcorr7xCXl4e+fn5TJkyhRtvvJGMjAwAcnNzGTNmDJmZmaSkpJCdnQ1ATk4O48eP5+23347sGyGEEHVUbM1A0bp1a0Aq00KEImH6pNAb+JvW+kEApdQlQDrQD5islBoCHA1nndZ6eVVPVF2YfhuYopRaBwwDJtT+NTWeffv2MWXKFAoKCjj//PNJSkoiLi6O4uJihg4d6q3C2G6++Wa2bNnClVdeSa9evbjuuuvo06cPYGYEGzZsGN999x0DBw7kkUceoU+fPpx11lnExcXx6quvkpWVxeLFixk3bhyHDx9ujJcshBA1VlJSAkBSUhIgYVqIUCoqzEWIzn8iEqabnDQgQyn1U2AzsA34h9ZaK6XeB64C8sNcV/swrbWeppRKB34PvKK1rjQ8uVJqLDAWIC4urspXVV0Fub507NiRDh06EBsby5IlS3jrrbc4ePAgHo+HlStXkpSUxOLFiwHYunUrkyZN4r777uP666+nffv2TJ061XuslJQU1q5dS0ZGBosXL+b48eMsXbqUkSNH0r9/fzZs2EDbtm254447yM7Olgq0EOKkYYfpli1bAtLmIUQo9sWGEqYbXQulVLbj/ota6xet258DQ7TW+5VSrwKJmEANkAd0ANzA92Gsq/okwjjRjcBZwE3BHrRO+kWA5OTkJjmNj9aavXv3Ul5eztGjR3n55ZfZuHEjhYWFXH/99d5t9u/fz8cff8ykSZMAMwbk5s2bg1Zn8vLyGDFiBHPnzqWkpIRVq1aRlZXFjBkzeOyxx3C5XEFnNZJKjxCiqSotLQXwzoAo/18JEZwdprWGF16AceMkTDcSt9a6b4jHNmmtS63b2YALE6gBWmKuGywIc12Vwrnu9PfAk1rrk3bA0QULFtCvXz+WLl1Kx44dGTVqFJMnT+ZPf/oTl1xyCampqSxYsIDzzjuPt99+m5kzZ/Lggw8ya9YsPv30Uz744AMuvvhiPvzwQ8CM2JGbm8uTTz7J7t27WbZsGcnJyUyYMIG8vDzeeustwPxisn85gWk3ycjIYMCAAY3yPgghRFXsyrQdpuUiaSGCcw6D18IqS0qYbnJeU0pdqJSKBX4OJGN6oQEuBHYCG8JcVyUVyTnhk5OTdWFhod+6LVu2cN5550XsOWqjoqKCmBDj1VRYVxE4H3e73bRoUXXRvry8HJfLhcfj4cSJE7Rp0yYi59oU3i8hRHR67rnnuPvuu9m3bx8dO3YECPoNmxDR7ne/g+efh4ICeOUVGDUKvv8eunZt7DOLLkqpIq11cojHegFvAgpYCkwCVmKq1MOsn13hrNNa76jqPKJi0pZQQTrUY9UFaTAtIGBGColUkBZCiMagtWb27Nnk5uYCvgsQhRDBSWW66dNaf40Z0cPLGq1jODDLDsjhrqtKVIRpIYQQoX344YeMHz8eAKUUrVq1auQzEqJpkzB9ctJaF2NGqqvxuqrIXD1CCBHl9u/f773dqlWrKr/NE0JImBb+5H9MIYSIckePHvXejo+Pb8QzEeLk4AzTVtenhOkoFpVh+sSJE2zZsqXW+5eWlnqnG6/O1KlTKS8vx+12+w0z5RzlQwghGpPzwvHAi8iFEJVJZVo4RWXP9Pr161mwYAGvvfZa0MfvuusuLrjgAsrKysjLy+ORRx7xe3zhwoVs22bG/d6zZw9paWneqcYPHz7M119/DcCiRYsoLCzE5XIxf/583nzzTWJjY9Fa07ZtWxYuXFh/L1IIIcLknJxl1KhRjXciQpwkKipAKXNbwrSImjD9+OOPs2zZMgC3pL7nAAAgAElEQVQOHTpEcXExgwcPBuCCCy7gmWee8W6bkpJCUlIS8fHxlJWV+R3H4/Ewe/ZsEhISGDBgADNnzmTQoEFMnDgRgPvvvx+AXbt2MX36dFauXAnA6NGjGT16dH2/TCGEqDFnmJY2DyGqlptrJmqxSZgWUdPmsXXrVp5//nk+/PBDWrRowYcffsiKFStYsWIFmzdvJjc3l1/+8peAmRY9JiYGZX3sdLvdnH/++ZSWlvLkk09y3XXXsWrVKj755BN69OjBtm3beP3113n99dcpKjJz22zfvp1Zs2Yxbtw41qxZ02ivWwghquMM0wkJCQCMGTOG008/vbFOSYgm67PP/O9LmBZRE6ZfeeUVzj33XKZMmUJSUhLvv/8+AJ9//jkffPAB7du3Z+vWrfzvf/+rtO+GDRvo2rUr8fHxZGZmcuqpp5Kamur9OjQ1NZW0tDTS0tKIjY0FYMiQIXg8HrZs2ULPnj3p27cvgwcPZuDAgfTu3Zv09HSZXUwI0SQEC9OxsbEynbgQQVgThTJsmFlKmBYN2uYx/r3xbDywMaLH7JPah6eHPV3tdjExMUyfPp0VK1bw8ccfM2jQILp3786kSZNYvHgxp59+Otdff713KnCnxYsX8+tf/xqALl26kJWVxdKlS3nllVfIy8sjPz+fKVOmcOONN5KRkQFAbm4uY8aMITMzk5SUFLKzswHIyclh/PjxvP122MMXCiFEvQoWplu0aCFhWoggTpwwy7lzzVLCtIiKyvQPP/xAZmYmq1ev5pxzziExMZH77ruPW2+9lXfffdf7VeYvfvELb1+1raKigqVLl3LNNdcAkJ+fT3p6OmvXrmXgwIF8+eWX9OnTh5tvvpnExEQWLlzIkSNHWLx4MePGjWvw1yqEEDVVXl7uve2sTLslHQhRyfHjZmnPbWSHacc/IxFlGrQyHU4FuT643W7GjRtHp06dmD59Ort27WLo0KGsXLmSSZMm8Ze//IX4+Hh69erF8uXLmTZtmnffmJgYsrOzSUxMBMzFiWvXriUjI4PFixdz/Phxli5dysiRI+nfvz8bNmygbdu23HHHHWRnZ0sFWgjR5EmbhxDhs0e2tf6pSGVaREdlukePHgwZMoTCwkLWrVvH8OHD2bdvH3PnziUlJYVzzz2XXbt2UV5eTosWlT9fJCcn43a7/caGzsvLY8SIERQUFFBSUsKqVavIyspixowZ3iqP1rrSseSXkxCiqZEwLUT47H8W1iVSEqZFdIRpW1FREVdffTXr1q2jd+/eKKV4/PHH+fjjj1m+fDnp6emkp6ezfPlynn/+eV566SWWLFniXf/yyy97j5Obm8uTTz7J7t27WbZsGcnJyUyYMIG8vDxv33VpaalfAN+3bx8ZGRkMGDCgUV6/EEIE4/x/yh4aT8K0EMFVVJilTNoibFEzzjTAwIEDGThwYKX1Z599NllZWWRlZYV1nKSkJL799ltcLhc9evTgq6++ok2bNgC8+OKL3u3sEG7r2LEjmzdvruOrEEKIyCouLvbelgsQhahaYGVaphMXUVWZjiSX9a8nNjbWG6SFEOJkZI+PD9LmIUR1pDItAkmYFkKIKBesMh1jJYVg134IEc08HjOVeKjpxMvKJFhHGwnTQggR5YJVpu0wXWGX4YQQgKlMxzjSU2CYTk2F4cMb/rxE45EwLYQQUa6qyrSEaSH8eTy+fmnwD9PFxXD0KHzwgW+mRNH8SZiuodLSUubMmRPWtlOnTqW8vBy32+3Xe+i8cl4IIRqbszJtj+YhYVqI4KqqTH/3nW/9+vUNe16i8UTVaB4Ajz76KB07dmTMmDHedR6Ph1NOOYWLLroo6D4bN24kNzcXl8vFwoUL2bZtGwB79uwhLS2N7t27A3D48GG+/vprABYtWkRhYSEul4v58+fz5ptvEhsbi9aatm3bsnDhwnp+pUIIER5p8xAifBUVoSvT337rW+/4wkc0c1EXpuPj44mLi/NbFxsby4UXXshHH30E+F94o7Xm8ssv917ZPnv2bBISEhgwYAAzZ85k0KBBTJw4EYD7778fgF27djF9+nRWrlwJwOjRoxk9enRDvUQhhKiRwsJC720J00JUzeMJXpkuL4ctW3zrZXrx6BEVYfq8887jjDPOAGD37t3ExcXx6quvUlJSQsuWLXnvvfeIiYnhP//5D8899xy7d+8mJSWFNm3acOuttwLmF8vMmTO57rrrmDBhAh6Ph2PHjrFt2zZef/11wFfd2b59O7NmzWLcuHHceeedXHrppY3zwoUQIgwSpoUIX2Bl2r7tdvuHaRnRI3pERc+0y+Vi+fLlLF++nLFjx/LQQw+xfPlyXn/9db/pw4cPH86///1vbrvtNv70pz/xzjvvcMMNN3gfz8zM5NRTTyU1NZVRo0YBkJqaSlpaGmlpacRa/6KGDBmCx+Nhy5Yt9OzZk759+zJ48GAGDhxI7969SU9P56GHHmrQ90AIIYIpKyuj3FFCCwzTy5Ytk+HxhHAIrEzHxJgfu82jWzezXirT0aNBK9Pbt4+noGBjRI/ZsmUfund/usptYmLC+8ywefNmfvvb35KTk8OiRYto1aoV06dP9z7epUsXsrKyWLp0Ka+88gp5eXnk5+czZcoUbrzxRjIyMgDIzc1lzJgxZGZmkpKSQnZ2NgA5OTmMHz+et99+u5avVgghIstZlQbfBYjKGkT3uuuu46WXXgp7hlghmrvAyjSYVo+SEti+3QyL9/33UpmOJlHR5uF2uxkyZAjga/NYsGABJSUltG7d2rvdhRdeyPLly3niiSfo1asXS5Ys4ZJLLvE+np+fz7Bhw/juu+8YOHAgjzzyCH369OGss87yto5kZWWxePFixo0bx+HDhxv8tQohRE0Ehmk7RDuLEDt37mzIUxKiSQusTIMJ09u2mWp0796wZIlUpqNJg4bp6irI9eXll1+mX79+ADzxxBOkpqZyyy23UFJSwneOcWwee+wx1qxZQ2FhIe+99x5xcXE88sgj3sdTUlJYu3YtGRkZLF68mOPHj7N06VJGjhxJ//792bBhA23btuWOO+4gOztbKtBCiCYvMEzbnGHaDthCiOCVaZcLNm0yt3v3NkupTEePqKhM20EazMU0dv9fQkICva2/9R6Ph0mTJgXdf/DgwVRUVHh/ueTl5TFixAjmzp1LSUkJq1atIisrixkzZvDYY4/hcrmC9hg6x5oWQoimwDksnpOEaSGCC1WZ3r3b3O7VyyylMh09oiJMOxUUFFBWVua3rqKigk2bNjF48OCg+2zcuBG3201cXBxFRUXk5uYyb948du/ezbJly8jMzGTChAmMGzeOt956i1tuuYXS0lK/yVn27dtHRkYGt912W32+PCGEqJHyEL/xnWE63OtOhIgGoXqmAc48E9q2NbelMh09oi5MP/roo5XWxcTEkJubW2n86WCSkpL49ttvcblc9OjRg6+++oo2bdoA8OKLL3q3S09PJz093Xu/Y8eObN68OQKvQAghIiecMC2VaSF8QlWmAXr0MC0fIGE6mki5wRJOkLa5rH8psbGx3iAthBAnI3eI3/hSmRYiuKoq02ec4T+Ji4gO1f4PqZRqq5R6VymVrZR6oSFOSgghRMOQNg8haqaqyvRpp/kq0wEdpaIZC+d/yF8Db2it+wKtlFJ9a/okMuB/eOR9EkI0NLsy/fbbb7Njxw7vemnzECI4j6dyZdqeKDQlBeLjTaA+caLhz000jnDC9BGgl1KqDXAmsKcmT5CQkMCRI0ckKFZDa82RI0e8s48JIURDsCvTnTt35uyzz/aul8q0EMGVlprA7GRXoZOTQSlzEeLRow1/bqJxhHMB4ipgOHAvsAXIcz6olBoLjIXgfcedOnUiJyeH3NzcOp9sc5eQkECnTp0a+zSEEFHErkzb14LYpDItRHBFRZCY6L/uzDNh714TpgHatIFjxxr+3ETjCCdMTwHGaa2PK6UeAEYD3mErtNYv2veTk5MrlZ9dLhddunSJ0OkKIYSIJLsy3aKF/68DZ4BODEwOQkSx4mJISvJfd8klsG4dHDli7kuYji7hfHfXFrhAKRUL/ASQfg0hhGgm7DBdVWVa2vSE8CkurlyZHjnSLC+5xCztNo8ffmjYcxONI5ww/SdM5TkfOAX4W72ekRBCiAZjt3kEVqadYTrU8HlCRKNgYfrHPzbrr7zS3G/TBtavh27d4PbbG/4cRcOqNkxrrddrrXtqrVtqra/QWhc0xIkJIYSIrIKCAtatW+e3LpzKtIRpIXyChWkA5/gBp5/uu/3SS/V/TqJxySXaQggRJX71q1/Rv39/jjmaOSVMC1EzocK0k93uYSspqb/zEVVTSnVQSn2plGqhlNqtlFph/VxgPT5VKfW5Uuo5xz6V1lVFwrQQQkSJNWvWAFBUVORdV1paCkB8wFhfzgsQpWdaCJ9wwnS/fv737767/s5HVOsJIBHoDfxNaz3Y+tmslLoESAf6AYeUUkOCravuCSRMCyFElKiwZpYoLCz0rgsVpvPz8723JUwL4RNOmD7nHP/7339ff+cjQlNKXQ4UAgeANCBDKbVeKTVPKdUCGAT8Q5v/5N4HBoZYVyUJ00IIESWChekS6/vnwDB96NChSvsJEe3cbvNTXZgOnOfowAG4/nqwuqpE5LRQSmU7fsbaDyil4oBJwEPWqs+BIVrrfoAL+BmQDOy1Hs8DOoRYVyUJ00IIESXsCvNFF13EjBkzAFOZjo2NJTZgfuQSR5OnhGkhjOJiswwcZzqYjz6CyZOhXTvYuhX+/ncZKq8euLXWfR0/LzoeewiYo7W2LxLZpLXeb93OBroDBZgWEICWmFwcbF2VJEwLIUSUcE4XPmfOHMCE6cCqNMADDzzAww8/DEiYFsJWYI1nFk6Y/ulPYepUaN/et04mg25QQ4C7lFIrgD7Af5VSF1rzpvwc+ArYgOmPBrgQ2BliXZUkTAshRJRItuc6Bvr37w+EDtOtWrVi2rRpxMTESM+0EJaDB82yQ7Vf/Ps4R/awZ0gU9U9rfZl9sSGwEbgXeM26vVZrvRxYBVyklJqFqWT/LcS6KoUznbgQQohm4MSJE97bHTt2BEKHaVtMTIxUpoWwHDhglqmp4e/j+AyLdb2vaGBWoAYzoodzfYU1WsdwYJbWegdAsHVVkTAthBBRwhmmPR4PAMeOHaNNmzYh95EwLYTPfqvj1jkpS3Wcw7TLBYhNj9a6GHi7unVVkTYPIYSIEidOnOCuu+6iXbt23jB9+PBhTj311JD7KKUkTAthscN0TSrT9j7gH6avvRaWLInMeYnGJWFaCCGiwBdffEFeXh65ubnExsZ6ZzXMy8ujXbt2IfeTnmkhfA4cgJSU6ofGc9q713e7rMwstYZ//hN+8YvInp9oHBKmhRAiCsybNw+A999/n9jYWA4ePMioUaPIy8uTnmkhwrR/f82q0gC33OK7bVem7SH2RPMgPdNCCBEF7Orzueeey969e1ni+H65RYvQvwokTAvhs3EjnHdezfb53e9g5EgzAogdpouKIn9uovFIZVoIIaLAmWeeCcD8+fMrTdBSVZiWnmkhDK1h9244//ya7aeUb1xqO0w7JiEVzYCEaSGEiALF1vfKp512WqXw7HK5Qu4nPdNCGMXFpue5bdua72v/E7N7pu3KdBWfY8VJRP4YhRAiCthhOjExsUaVaWnzEAKGD/eF6CpGkgzJDtN2Zdoeb1qpup+baHxSmRZCiChgh+mEhAQJ00LUQFkZvPsuvPGGud+qVcAGX34Jy5ZVeYyYGIiNhV274F//8o09Heyf1pEjMHQozJpV93MXDUPCtBBCRIHi4mLi4+OJiYmpFKaravOQnmkR7TZv9r9fafCbiy+GK6+s9jjJybBgAfz8577RPKzh3v1MngwffADjx5sebdH0SZgWQogoUFJSQqI1OG5gJbq6yrT0TItotn69//0qRpKskrM95NCh0Ns5x6UeNap2zyUaloRpIYSIAsXFxSQkJADUqDItbR4i2m3Y4H8/Ls5x5/nnwz6OM0wfPBh6O+cY1Js2hX140YgkTAshRBQoLi72VqalZ1qI8AUGX7/K9J13hn2clBTf7QMHQm/nHIP6yJGwDy8akYRpIYRo5oqLi9mxY0fINo89e/aE3Fd6pkW0CxwT2q8yXQOhKtOB/7ya2uyI9sgjIjQJ00II0cyNGDGC1atXe8O03e7RyhqW4EAVZbKYmBi2bdtGQUFB/Z+oEE1Q4F/9kD3T1XzoDBWmncfXunJbiT2cXmNYvhwSEir3jQt/EqaFEKKZW2YN22VXmO0wPWDAAGbPns2cOXNC7hsTE8OaNWsYOnRo/Z+oEE1QYSFcey107mzu+43AceutvtslJVUeJ1SYzs+HefNMaN66tfJ+DTH1eEUF/PnP5lyc/vEPs/zss/o/h5OZhGkhhGjm7AsM863flHaFunXr1txzzz106dIl5L4xMebXxJo1a+r5LIVoeg4cgG+/NRXjuXPNuq5dHRvYA0YH3g7C2TPtDNPPPgtjxsBTT8EPP5h1H3zgu7axvqce37kTnn4aHnwQ7rjD/zG7Kl7FNcoCmQFRCCGavXbt2nHgwAGOHTsG+CrTrVu3rnZfJVO0iSj25JNmuWQJLF5sQrUfZ0NxNWE6VGXaHgpvzx6wP9d27Oi7SLG+K9O9e8OJE+b2F1/41ldUmIo5wNGj9XsOJzupTAshRDPXrl07AG+YdlamhRChnXaaWWZlBTzwzjtmLnBnKq5BmHYGZLv6++yzsGWLuZ2UZCZ5gfqvTNtBGmDHDt9t55dREyeaHxGchGkhhGjm7DBt90zHWcMRtKo0L7IQwqllS7N85JGAB/78Z7N0NhNXE6Y7dgy+3jl6x5QpZpmUZH6g/ivTzvNyu33V98Bq9J/+VL/ncTKTMC2EEM1cYGgutb6aDqcyLbMfimhmB1k7VHu1bWuWzqE2qgnTaWnB1wcbTMdZma7vMN2zp/99e6TM48crbyv/HQQnYVoIIZo5t/VLfsWKFYAZdxokTAtRHbvFwg62Xs6eDVs1YbptW5g8GS64wH/9559X3jYxseHaPALHzd682SyDhWmZRCa4asO0UupOpdQK62ejUuqFhjgxIYQQkVFWVkZ6ejqDBg0CoNyqpiXZ3yNXQcK0aO4OHIBFi4I/dvSoCbWVJgmtRZgGmDoVbrop+GPPPee73aJFw7V5uN1w1lnwv/+Z+3aYDhwmD+D77+v3XE5W1YZprfVcrfVgrfVgYCXw13o/KyGEEBFTVlbm7ZMGX0Cuahpxmz00nhDN1ahRcMMNvvYGp337QvQ61zJMQ/Aw/cILMGCAuW13kNjdWcEqxJHkdsOZZ0K3biZUb9pk1jt7pr/5xiwlTAcX9v+SSqkzgA5a6+x6PB8hhBARVl5eHjRMhzPsXTjVayFOZnbl97vvKj+2fz+cfnqQnYL92wkzTJ99tpn10A6tALff7gvtM2aY5SmnmGVeXliH9bNsGTz+eHjbut0QG2tu9+7tq0wfPuzbxh6yT8J0cDUpOdwFzA1cqZQaq5TKVkplu8P8iySEEKLhhKpMS5gW0WLTJli6NPhj3bqZZbAwHbIyXV5eufejBhkoOdm/d1opaN/eHOL22826xETzFP/5T9iH9brySvjjH+Evf4Hc3Kq3dbt9L+WCC8wsjGVl/mE6MRHOOEOmFQ8lrDCtlIoBfgqsCHxMa/2i1rqv1rpvOF8ZCiGEaFhlZWXeWRDBN0ReOC0cEqZFc3DhhTBihLlt/fX3at/eLO0xnm2LF5s+4pBhOnBaQL95xmvHrhDbfvITWLUKPv20dsf73e9g7Fjf/W3b4Msv/bfxePzDtNttAnVgz3TbtvDvf9fuPJq7cCvTA4HPtFyJIoQQJ52tW7f6hWmpTIto9c47JrBu3epbZ49uFximr7vOLIPWCe1y7v798M9/+tbVUG6uOUQo771nlp984nuKf/wDPvoo+PZHjvgq27YlS3y3zz0XLr4YfvtbXy+2szLdu7dZXnihr6K9erVZ9u9vlpIEKws3TA8Favm5SAghRGNZuXIlFRUVLFy40LsuEmE6Ly9PRvoQJ53Zs83y229968rKzDIwTNsuuyzISrsynZoK9hCTtQjTp55qDhFKy5amd9oei/qTTyAzE/7f/ws+2sbHH8NLL1X/vE8+CbNm+U7bDtM9evi2+fZb+NnP4NJLzf0zzzTLCBTgm52wwrTWeqLWenF9n4wQQojI2rBhQ6V1NQnT9tTjTjt37qRdu3Y8/fTTdT9BIRrQxo1m6WynsMP03r3+U2v/6EeQkQHDhwc5kLNn2j5YPV031q6dac8YPhyc/5yDhemcnNDHKSnxv2+PY+0M04GdK84xqO3bznlqhCFjHgkhRDNWUFBQad15550HQIcOHardP1hleteuXQAsXiw1FnFysS+qcwZRZzhcudI3mkVxsQmyQR054hsI2k6i9RSmExPhww/h3XfhwQd964P80w4ZprWuPBKHXRF3hmmA7t19t48d8922g7b94UP4SJgWQohmrDDI9GnTpk3jww8/JC3U/MYOyZWmfsPbf10uJSrRiNatC69/N9g4zc6Q6GzvGD7c9A1rbcJ0kC9mTBPxP/4Bgweb+/UcpkN9gVSTMF1QUHm0Evt0i4ogISH4fuvW+W7blWkJ05VJmBZCiGbshPN7a4vL5eLyyy8Pa/9glWl75CYJ06KxrF9vLoiLifEPxmCCoz3hyPHjwedXcVam7Uq004kTVYTp+fPN0p59pZ7D9FdfBV8f7ENCTg789KfmQkungwdh+3Zz+6qrzNIOxUeP+iaKCeQMztLmEZqEaSGEaMbyrBkf/vKXv9Rq/2Bh2mNdgSRhWjSW4mLf7a+/9h/u7oILfBOeTJsWvHptjzldVGSOlZXl//jBg+axIF/MQNeuZtlAlelQ9u2rvC4nx4wHbV8kaAfggwfN9q1awYIFZl1pqQnGJ0743q9AzvfV2eYR5AuvqCZhWgghmrGDBw9y6aWX8sADD9Rq/2AXIJZZ5SqZqEs0FufFdAMHwjXX+O7v3GmWFRX+U2JPm+a7nZ3tv+3ll8O11/oe//JLs//ZZwd5cvvvvX3hYQOFaTvD24KN2lFYaAKz/Tm3UyezPHDAhOZWrfzbNeyqvrMyHap1xt5vzRozysh//1u719EcSZgWQohm7ODBg2FdaBhKsMp0mTRNikbmrEyDb5bAI0d86/LzfWMlKwXWdbdemzfDjh3mdpcu/i0dN9xgluecE+TJ7bKvPelRYJhevx7uvTd4U3MtLF0KTz3la1f51a/grLMqj85hn1psrG+86PvuM8u9e+Hll02Ajo8368rKfB82QlWmnRdg2mH65pvNMtzpyqOBhGkhhGjG6hqmMzMzAWhvTxOHhGnR+IIFyWef9e8vHjkS/vUvMwHJ9u2mKguQkmKWvXv7KtRduwa/sM45soWX220Sq31loDNMFxebaQufecY320kdXX01jB8P99xj7mdkwJAh/hcbam0+ONgjc/ToYdo47rrLnKY9r8zhwyYUK2Wq2FYXWNAw/dRTvvcHoFcv/8dXr4aHH5ZJXEDCtBBCNFtut5sjR47UKUyfcsopDB06lC5dunjX2WE6nHGqhagPgZVpMGHzs8989995x4TQDRugWzcTQP/yF1i71rfNhg0mF592mplAJdDppwd5cuf82+Br9/B4zCgftmCJvw5GjYIffoDrrzftGwcO+No5Jkwwr+HECd/pxMWZ21rDihVmXZcuZl2nTuZYdmXa2eZhh+Zf/tK/zeW882DuXP9z+r//Cz0bYzSRMC2EEM1UUVERWmta2zO01VJsbKz3okOAfGsohJgY+RUiGkdRkf/9gQPN0jmKRVaWqa7a4VIpeOAB/3aPnBwzLJxSJhh+8w1MnGgea9MmxLB0dmXa5qxM//WvvvURDtPgC8NnnGFCsj0zoj3ACPifWqD1680yPR3eeMPMcAj+lelXX4UPPjDPEShY50rg9OVNjVKqg1LqS+v2PKXUWqXUHx2Ph7WuKvI/oRBCNFMl1i/zhFCDyIYpMExvtKaRO+uss+p0XCFqa98+Exrt4PijH5nl7t2mJ1jrqqfVtsPngQO+HuI2beD8881U3QAh5yQKnOXEvv3NN/DppzB2rLkfrHweIfaFhXv3mqWzt9l5agD332+WCQm+7e69138bZ2W6VSu44orgz2t/Prj9drjzTnM7Pb1m594IngASlVLXArFa6/5AV6VU93DXVfcELarbQAghxMnpuDUQbbydFmopMEzv378fwG8dmNkW4+LiiHPOQSxEHbndpoJ62WWmf/jCC02YPv1009aQn+9r0Th0yNcbXRU7AAYbY/nyy80xQ36hE9jmYd9+/nlz+8474cUX66UybevY0Sytf4p+leXAyrTdW11S4qu0/+Qn/tuEGmc60N13m/aQJ54w78+vfw2XXFKzc29ISqnLgULgADAYWGQ99AGQDlwU5rrtVT2PVKaFEKKZuvXWW4G6D2EXGKYPWN8tB44z3apVKzIyMur0XEIEOngQli2DSZOgTx+zzp6MxZ58xW7dKC/3zfJdFXubkhJfZdqpys6oUG0eJSUm8duNxvUYplu2NEt7vGfnxDSBYXrlysr7O9tXDh2qXM0OpU0bMyqI/f707+8b5aORtFBKZTt+xtoPKKXigEnAQ9aqZMCq5ZMHdKjBuipJmBZCiGZqrXWlVUkdf6k7w7TWms3WlHHOUT32Wt83L1u2rE7PJUQg53B3toICEyivucYs7ckIIbww7ZyMxR5rOmyhKtNgyuV2W1U9tnnYw/gF9o5D5TC9aFHlbZycLSInIbfWuq/j50XHYw8Bc7TW9hyZBYA9AGJLTAYOd12VJEwLIUQzF6kw/dVXXxETE8NRawgAZ5hebQ0D1q1btzo9lxBOJSWmrcPptNNg2zYTohcvNmHb5fJVrWtSma6VUJVpMP0Wdqm7HivTdpguLlhT/FUAACAASURBVDZ90/Y424GnA9C3r1meeab/+vfeg9/8xjdcdjM0BLhLKbUC6ANcjWnZALgQ2AlsCHNdlaRnWgghmrm6DmFnh+l/2oPVAqeffrpfm4cdpnvbs0UIEQHOqnG3bvD9976JWC66yP8ixH79YOPGalo0LC4X/PjH8PnntTipwMp0fLzpm9DaPLlSpjrdAJXp4mLf1Oi2wMp0YiLMm2d6wZ2GDjU/zZXW+jL7thWorwFWKqU6AlcBaYAOc12Vmu/nESGEiHI9evQA4O67767TcWJiYjhyxMPUqb5KdJcuXfwq09999513WyEixTnqROBQbfYIHraePc0y6BTgQaxfb4aFfvPNGp5U4GgeSvkah+2Um5BQr5VpZydJ4MWDwYbGu+228N+X5khrPVhrfRxzEeI64Kda6/xw11V3fKlMCyFEM3X8+HHGjBkTdErwmoiNjeX48QrAF56TkpLItUqEWmt2794NQEVFRZ2eSwgnZwu+PRyc7Y47/O/bHUbhjkwBcO21tTipwDYP8PVK2C0eiYn1GqaVMk9RXOy7CNFW1TjT0U5rfRTfSB01WlcVKSEIIUQzVFFRQW5uLqeddlqdjxUbGwt4CAzTdmX63Xff5dtvvwUqD5cnRCS8+qp/+8aCBWYCE6erroI5c+Cxx+r5ZMrKTJ+Ik51g7ZLx/v3mpOuRHabtEU3sUwp3ZA4RORKmhRCiGTp69CgejyfCYdo3dEBSUpK3Z9oO0iCVaRFZ11xjljfdZC48tP3iF5W3jYkxQzyHM850nRQV+Q8HAr42D+cESaWlZhaZepKYaE7FDtP2JQxffllvTylCkDAthBDN0MGDBwHo0KHaIVKr5QvTx7zrkpOTvZVpl6NKJ5VpEUktWkCvXmbp7Pmt4zxEdVNUVHk4kF69zNIO1X/4g1k+8ki9nYazMu38AGFP5CIajoRpIYRohg4dOgQQ4cp0nnddYmKiN0w7A7RUpkUkOXOrM0w36kQhwSrT9pSCP/xgltOnm+X8+eZKx3rgDNMpKWAN/05mZr08naiCdNYIIUQzZIfpyFamfbNnJCQkeMN0sWMIMAnTIpIKC31hundvSE2Fzp39Z/BrcMEq0/ffDx9/bObXBv8T3LuX+pCUZMK0UiZM9+plWj2kZ7rhyVsuhBDNkN3mEdnK9HHvuvj4eG/PdJE1Ddsll1wibR4iooqKwP482K5dE2lhCBamTz899KDV9RSm4+NNfk9PN2EaJEg3FmnzEEKIZig3NxelFKecckqdj+UL027vuri4ODweDx6Ph+LiYlq1akVycrJUpkVEeDyQkxM8tza6cE/q6qvN8qOPYPVqeOGFiJ7Gp5+agUU++sgXpkXjkDAthBDN0LFjx0hJSbGCcN34wrSv6mxfdFheXk5RURFJSUnExMRIZVpExB/+YKa/3rXrJA7T//qXGa/vn/805eNx43xDbkSYhOnGJWFaCCGaITtMR0KwMB1nXQFWVlZGcXExiYmJxMbGSmVaRMTf/26WTa4yrXX4J6UUnHOO/7otW+rltCRMNy4J00II0Qzl5+fTpk2biBzLhGlNYJsHVK5MS5gWkeCcPPDMMxvvPCqxTyzchD95sv/97dsjez4W54Q2ouFJmBZCiGZo7969ERnJA3C0ivhmQHRWpqXNQ0SaNVM9YAbKaDLsubvDDdOnnup/3zHyTSRJZbpxSZgWQohmaMeOHXTr1q3G++3ZU3lY3GBh2u6ZljYPUZ+ee86Mp9xk2Ck/MCRXZdw4321nyb2OZszw3ZYw3bgkTAshRDNUUFBA61p899u9u2/+CZt/mD6LDz74wFuZ3r9/v7cyvWnTJrKzsyVQizrr3h3OP99MD96kHDhglqmp4e9z9KjvdgQr086KvYTpxiVhWgghmpmFCxdSVlZGrvO78jCVlpql1r51/iOC3MQVV1zhDdP9+/f3VqZzcnIAOGAHDiFq6dAhGDIkgpOzfPopzJtX9+PYA12ffnr4+1xxhe92BCvT1pdDgITpxhZ2mFZKzVFKXV2fJyOEEKLunn32WQB+sKc2rgVnAc0/TJvbcY75nO3KtK2FzBwh6qCkxEyR3b59BA86aBCMGVP349SmMp2V5fsHJT3TzVJYYVopNRBI1Vq/U8/nI4QQoo4KCgoAaNmyZa2P4fxmOliYdjnKYt9//z2JjsbW8noaS1dEh40bzfL88xv3PILavx8SEmqeXhMSTCnZmi000vr1q5fDijBVG6aVUi7gr8BOpdSI+j8lIYQQdXHixAkAtLNXo4ZCh+kWeDz+lWnArzItYVrUxWefmWX//vVw8LIy0/JRWwcOmKp0bfpPUlLg+PHaP3cVmtRFmlEonMr0rcC3wJ+Bfkqpe5wPKqXGKqWylVLZbrc76AGEEEI0nB49egBw3333AfCb38DPf16zY1RVmT5+vHKYTkxMpL31vbz8LhB1ceAAtGhRs06KsMXHm5YPO7ED7NgBTz31/9k77/AoqjaKn8lusikkEFrovYUqVYrSQRBQEMWGKJ8QVOyCIqAooICiIogCdlEQRAVpAtK7EIRAAgSQBAhppPdkd+f74507bUt2k00IeH/Pk2dn7s7Ozia72TPvnHte1x5/7RpQp07JnrtKFSA9XVmvWhX46KOS7YtToXBFTHcEsEIUxQQAPwLop75TFMUVoih2EUWxC/fJcTgczs3HYDCgY8eOGCRNfPriC+ps7A7q73xthduAjAxbMe3j44PFixcD4JVpTunIyKAirkcmH+bkAAEBtuPqiYBDhgCvvgqkpNjfR3g4sH49LV+8aNvV0FUqV1Y+WBYLnbFOmVKyfXEqFK6I6YsAmkjLXQDElt3hcDgcDqe0pKamolq1ajbjBw6QQDlwoPh9qINAfvklQ3WPF9LTtZ5pALBYLPIYF9Oc0pCeTkVcj3D0qH2fslpMMxHtyM/8/PPAqFHAxx8D168DDRqU7FiqVKEzBUBp/lJKbtygQ+LcXFwR018D6CcIwj4AzwFYWLaHxOFwOJzSkJKSgqpVq9qMr1tHt1u3Fr+Pp59WlnfvVnk+ICAjw1ZMFxUVyWPc5sFxl6tXqW34ypVKZdopFy7QmeGOHc63i4uzP65O1WBXXqS5Bjaw3PQ5c2i5pP4Ttc3D0XO5SbVq7qX0ccqGYsW0KIpZoig+JIpib1EUe4ii6OCdyeFwOJybTVpaGqKjo+1WptncJ0fzEh3PV9SK6WPHbOPvioqK5DFemeY4IiODxN/u3drxI0fIjjxuHLBzpwuV6TNn6PbTT23vy8lRROv588r4yy8ry+oqNHvjO5ocyKrJbJ8lVa9qMS0l7nBuD3jTFg6Hw7mNYBXpmjVrAtAK5OLENGvYooaKcgbN2NSpgKAztBYWFnKbB8cpKSnACy/QBMN339Xed/myslxQ4EIcM1PbFy7Y3tehAxAcTMsRETRhsKAAuOsuZZunngLY+5TNtr1xw/5zJSZq10tama5cmTwZa9faWkr0XUMPH1ZOGDgVHi6mORwO5zakU6dOALTW0F9/pVtHYpp9v7Oi9h9/AOTYmKfaikS0XkyrbR5cTHPs8fvvZOMAgHr1tPdduqS87wDAqzh1wt5j0dFKV0L1zgDgn3+ATZuARx8FfHwAdSpNURHQt6/WBnL1qu3z/PWXdjYuADRqVMzBOYCdADz8sHafR4/Sse3fT+tr1wI9ewLt2pXseTjlDhfTHA6Hc5tgsVjkZVaZtnc12ZGYZnOiWFjB/fdT6ABQBcAr0laOxTSzeXDPNMcebJ5fSIh2/OhRYMUKKvgWFgJ79gA//ljMzgoLlWWpjT0A7Zu7UydS6DNn0jpT6xMn0u2hQ9rZuGfP2j7Pn3/SbdWqQMOGwCuvlC4ajxEdrSxv2UK327fTLTvjAIDly0v2XCVB9f+D4x5cTHM4HM5tQlJSkrzcqlUrAMAPP9hu5yhyjFWm1clf+u/X/v2pamgyaePBJk+e7LHK9G+//YbDhw8DAOLi4jSvCyCxPmPGDFy1V0nkVFjS0qgJYOPGSlduQLliMngw3d+njwvFX7UnSZ2MkZqq3W7uXEXE3nUX8PPP5LN+4gka276dPhCdOlHrxfx87f5YCf3YMSAmhhI9SopaTKu93OzyEbN6qKN0nnnG2WQGz5CcTGcwRiOwalXZPtdtChfTHA6HU0HIyaHv9c8/L9nj46XL3b/99huqSF/cixbZbrd9u/b7msG2lXqvAGA2DwCgL/Tu3ek7/6efjDh27Ji8XdeuXT0ips+fP4/Ro0ejZ8+eAIB69eohRFfK/Ouvv/D+++/jjTfeKPHzcMqftDSyMteqRTbk2bOp2JuYCNSt62b/EnVlOkMV3ag2XwPAhAnKsiCQxcLPDxg2jMbi4wF/f3pjnzwJtGkDVKpE90VGAnv3kgWjpNYONXXrKstqMR0TQ7fvvw988w1lWavxUPKHQ/r0AfpJLUTeeadsn+s2hYtpDofDqSBERdHt0qUlezwT07VVaQNjx9pu988/9ntFbNwI6fHKmL4yXb26gG7dSJCHhoZq7vNENN4F1YSyzz77zO42rCK9wd1ONJybilpMJyQAs2YBV66QzaN2bTebtKjFdHi44iFhInXDBnoSg8H2sQAQGEi3W7fSNu3akWj9918aF0WgbVtq1tKsmQsmbhdo21ZZVltKwsOV5aefpteiNpCry/hlgfpY7E3o5BQLF9McDodTQYiMpFv95CxXsSemAbp6q0cdEx0ZCdx7L83TArQJYoqYVi41N2wIJCUBAbrOcp6Ixrty5Yq8/MILL9jdJk6aNJabm4tcR402OBWOX34hnVirljY44/x5Wx91sajF9Jw5QPXqFDNz+DAJ36FDne+UiWmAYm7UVWM2xvD1dfPgHFCzJk1iaNkSiFX1v2MTJtVcuEAWD0BJGykrunXTrqsvW4WH01kOTxZxChfTHA6HU0Fg31d2+q24RKIU4aW2RTjqpqzWEqNHU4EuPJyEt7pTuKJtSUwLgoCgIBJA0dHAgQMHcOrUKQDwiM0jNrb4JrtxqgSGVL1HllPhyM1VbME3btjXuG5HN6tjahgLF5InOiBAe7Zoj6Ag7Xrjxrb7Yowe7ebBOSEggKrO+ii8WbOAfftouVUrKuE//jitO8q/dsa//wK7drm2bfXq2nV2HIAyE3T9ej5B0QlcTHM4HE4FgYlpezrBFdLT0+Hn5wdfVSWNiekTJ2g9KIjEulrvMj2akqII6cmT6bZrV+1zCIIgX0mfOBHo1asX2rdvD6D8xPQ1VXpDCru8z6mQHDpE77+nnqL12bOVQq/aOSG9hVzH0d89JYU80MWhPpsEyILRq5eyPncu3c6fD8yY4ebBFYOdhkqYOBHo0YOq6yxBhAl+tSfcFS5cAJo2BQYMcG37oiKgeXOqSAcEKB11zGZlIsVbb9lW7zkyXExzOBxOBYGJaXvNU1whLS1NnnjIYGLaz4/W/f2paKfWu2x+U3y8IqbV1Wk9rHKuC9nwSDSe2uYBACaTCQEBAfjll1+QLeX8xcXFobLUb5pXpis2zIK8Zg3dNm9OkYuTJinz7gBbp0GxJCc7voTD3uzO0FemAfKhfPGFdmzSJM/4pdX07Ws7VqcOXRb64APyUQFKT3V3KtOpqUCLFsr655/bJpzoKSoi70316pR4smcPjbPca0ZiYtkni9yicDHN4XA4FYCMDKV/REnFdHp6ukMxzfSAPTHNKuGZmYDJRMu2Ylr5Ep00iW6bNNFu4YnKdIauCieKInJycjBmzBiEhYXhxo0bOH36NBpKgmP9+vUlfi5O2aPvZFirFjkYli0D6tenibALFpRATKenK10OAUrxYBVfV8S0ujLNcqhr1yafMpuJ27ChC33NS8Arr1C+9erVypi92ZclqUzr+7RPnkwNYJxRWKh84Pv2pUkUSUn2I3/U+dgcGS6mORwOpwKgvmpdUjGdmZmJIF3FjYlpZot85hmtmFZ/TxcUKJ2THVlOBUHAvfeSztBbLT0hpvPy8vDII49g0KBBAJT26ABw+fJluXLdv39/AMDixYu51aMCo58f2r27dv3DD4HXX3czyQMgla4WzQ0bKuLTFTFtMlE1+NNPaQKjmuHDSZyrS+d2yCppZJ0gkKXkkUecb8dej74DozPsHbM6hs8eRUXKB55VzVmqiJ5Dh1w/lv8QXExzOBxOBUDdJ6KggL7f1IEFrpCVlYVAnReUiemqVWm/U6bQ92Z+PhAWpjRd0+OsMg2QXtELJU9E4+Xl5SEwMBCbNm3C8uXLMX78eOUIRFFO7+irulTOxfTNJSvLsZNA/x7xVDAG8vLoMsuQIWS4FgQlH9rVaJC4OODFF+3fV0yudEREBIKCgmw6gbpNv36Oy/Is1m/2bNer0/qcbTWiSJMav/1WO66uTHfuTLebNmm7Q7LJh//7n2vH8R+Di2kOh8OpADAx7edHQrdBA+1VbFdwJqYB+r4UBBLTZ84AX34JjBljf1+2lWklzQMgHaO/hO+JaLy8vDz4+fnBx8cHYWFhskAHqF16nvSk6oo1903fPNLSqIBqb04dQO8RQQCOHClZKIVDWGV661ZASpORUzfYbMcy5OjRo57Z0a5dFLTtCOkKDNSZ65cukbfann85JoYysz/8UDsuihQbuGqVrSBWV6bVH3x1N0S1b5z7pm3gYprD4XBuMuvWAefO0TKrICck2Fb1iqM4Mc0wGm0nDzJ27KBbRxMQ1WLaUWXaE2KaYVA13Th+/DgipTBuf1ViQ7o7l8E5LhMVRX9ndYFSz9dfK8us38fs2SSgExPJoRAYCNx5p22AhluYzVoRl5tra+eYNYusCY7OED0ImwwLAAll2VRl505qGnPqFJ2NiCKtv/GGMslCzeXLdH+HDtrxq1eBP/5Q1tWXvXJztZcM1BMY1bCEk1Jcebpd4WKaw+FwbiIWC/DQQwBzM1SrVnLPdFZWll3PNLv6zfD2dnxZns23Ki6m156YNhgMEAShxGLaYrGgsLDQoZgGgI+kntN+fn4ICwsDAN64pQwQReqsnZcH3H03rW/cSEVMdsXfYgGWLCHrMaBosFmz6DYsDPj11xJkSOvJy6M35LhxiidY75lmlDSk3U3UfukTLHeyrKhShZJGKlcmEc2wZ+lITiabC/sjsRnFERFaD/T8+coJyvXrzmPv3n+fbpngLml2501AEISqgiAMEgShevFblxwupjkcDucmordKsMq0u4ii6HJl2tn8LCam9ZXptm1tPdP6YweoOl1Sz3S+9CWtzsnWi2mWMV2pUiVMkXqiczHtefQt7b28gPvuo/dF27bUyM9opKY+ixcr2/3wg7L8xx+k05o3L+XBML/wjz8qETJpaWWTtOEiajHN2tuXGWxWMKC1b3zzjbJ89Cjw1Vd0tuPjQ41fAGDFCro9dUo7kXHWLPJFp6RQlZqdEQG2No4336RbtZg+f77C2z0EQQgGsAlANwC7BUGoIQjCFUEQ9kg/7aTt3hUE4ZggCEtVj7UZcwYX0xwOh3MT0evA4OCSien8/HyYzWaNmLZaaf96Md2ggeP9OKpMz549EADQVeriYq8yDZBvuqSVaeaHdlaZZtSvX1+2euTZU/WcUhER4fi+c+e0lo0HHlCWn3ySbtU6d8mSUh6M+u8ritRIJC7OAyXvkpOeno4A6YNV5jYje2K9c2ftH6l7d2r8wvzPjRrRP4Bx4+gEZO9e8pOpyckhPxmg/V06qu6zKvfPP5NY//XXEr+kcqI9gFdFUXwPwDYA/wOwWhTFvtLPaUEQOgO4CyS4kwRBGGhvrLgn4mKaw+FwbiJ6QVq1asmuorJKmVpMs33rxbS9fhUM1idCX5keNWoU0tPTceeddwJQxPTBg4rPGqDKdFmL6enTp0MQBFlM88q052G6CSA95ogjR8gfrRfMv/xCt8uXFxuM4Zz4eCX3mfHKK3R7112l2HHJycrKwm+//Yb+/fvD29sbe/fuxW59vrMnee0127HOnZWOOGpycuiSAaDkDbZrp3xIhw6lfEyAZiHffTctqxNQ1q0j47seVplmCSi//ebe6ygbjIIgHFf9hLE7RFHcK4riEUEQeoOEcR6A4YIg/C0IwteCIBgB9AHwqyiKIkhw3+1gzClcTHM4HM5NxJ6YLkll2p6YZlfHmUBmpKVp1++9V1lmFWnm1GjRAjh7lu1H2ZG/P+3nrruAwYOpOpmTUz5iukaNGprtuJj2PEyPrVoFfP89EBtL6S/79gF//61s16UL3T7/PPDyy7R8773AwIFk8QgLQ+no2xd46SVaVp8VrltHwvAmsGvXLqSmpuLVV19Fo0aNsHXrVjn3vExYuJAq8p06KWMtWpBtQ/9hBmwvK9WqpSx/9x3wySe0PH++Yv1Qb1OvntLIRn3mrW/Tvno1CfbDh916OR7GLIpiF9XPCvWdAs2YfhhAGoB/AAwURbEbAG8A9wIIAMBmcqYCCHEw5hQupjkcDucmos6XBujyeUmsiExMqycgMjGtt5ayifys0FS/vu3+rl+n2/vvV+yXakRRe/X9998p9cFoNJbaM12cmK4udYsxmUwQBIHbPMqA3FzSV48+SusNGgATJlAhUzqXAaBEIQNKgASLwPOIC0PdcU+dFel2y0TPES0dU8eOHdGoVGV3N2F/jDFjFO84q06rhS47E2KwfwDBwfTHsxf2rc/mFgSqPKsnVw4datupCbBfxa4giMRkABEA6oiiGC/ddRxAcwDZANg/nEogXWxvzClcTHM4HM5NRF1UXbhQm14FKJPyi8NeZZoldugr0+3b0+0999CtPe3LClU9eth/PnvVc6u1fCvTzOrBK9OeJynJcZRdzZp0+8UX2nH2nvFonrQadRScPqKmHElOTobJZEJQUBCioqLK74mnTKGz2DVrFO9MbCxNUFR/BvSVafYPoGFDxfohdRIFAEybZvtPAgBGjQKaNlXW/fwUy82BA8CePTQJct680ryqMkMQhDcEQWAmpSoAlgmC0EEQBAOAkQBOAQgH+aMBoAOAGAdjTuFimsPhcG4i6u/A/v1tkzZctXzYE9Ph4XTbpo122xkzyOvKJouxtDH1Fd2nnqLOwaNG2X8+e43fbtwonZhmj/NRGbbVYtpgoC/86qrqmJ+fH69Me4Dff6eAB1Gk9+SOHdSczx7+/rQds94yWLpay5YePLBevZTltWuVZQ+I6fDwcAwYMECTGe0KN27cQPXq1SEIAgpKmmNZWli1OSMDOHZMe59eTLPMQnUeZv369Ed//HESw652cuzenf74vXoBffpQpucdd5TsNZQ9KwA8IQjCPgAGAL0BrARwEsBhURT/AnAAQEdBED4FMA3AagdjTjEWtwGHw+Fwyg61mPb3p4ny6sjX/Hxbq6I9kpOTAWiFZlwcTSSrV0+7rdFITTRYUe3yZUq6Ul+W9/JyXJUG7H/3JieXPBrv66+/Rprk/zSqLlPny7Mxh8Fg+AcWSwaqqHwrvDLtnEmTKBVtzx7nrby//ZaKjlWq0PslJwd45BH3nqttW7LR9u5dqkPW4uVFk+0WLSKD/tNPU6eY4oLQXaB79+4wm804evQomjVrhoYNGxb7mKKiIpw6dUq2d2zduhVdu3ZFpfKulLOT5uxs29nCepvHsGF0OYHlRTNGjqSf2xRRFNMADNINt9dtY5XSOoYB+FQUxcsAYG/MGbwyzeFwODcRtQ40mbRxr4AieIuDdWELUXkfk5PJIumo6NSiBRWYli2jZXc61Nnb52uvuR+NFx0djV69emHChAmYOnUqAK2YHj58OEaOfBbAajRvvhoDBw5EA1W2n5+fHxfTTlixgiKIiwtekM7FMHUqMGcOFX7dFcWCQAJc/x4uFZmZdHbJkjtWrNB27yshly5dkk/6Bg4ciEaNGqlO3Bxz991348SJE+ggGcS7dOmCadOmodADx+QW7MOalUWXhNRcvKhd9/UlK8jjj5fPsd1iiKKYJ4riOlEU/3U25gwupjkcDucmotaBTEOqRe3dxYYyEYmJiQgICNBUyGJibKvSaoxGsj4O0tduXICJ6SeeAF54QRl31+YxduxYHDp0SDPmrao6NmnSBC+++DmAQFSp0hs7duzQ3O/v789tHg6IjlaKlo7axzOuXSNLT5MmwOnT1GjFQcR3+ZKZqfUfeXmVuCotiiLatm2LBQsWYMuWLTb3F/c+On78OI4ePQpAmy3t4+ODwsJCiOXZxMRkot8DE9NeXpTUASjZ0Zxyg4tpDofDuYnYE9P6CfOuTEJMSEhALXW8FaiqrfdLewpmGejRgzrgrVxJ6wUF7olpdVWZVaSnTTNqOiUzW6q9aji3edjn44/Ju8wKpizZRY/ZTOL52jWyw7K86M6dy+c4iyUjw3kwuhvExMQgMjIS06ZNw759+1CzZk00YakYQLGV6eXLl8vLw4cPl5dNUih3SecKlJjAQBLTKSmUqdm6NY2r41Y45QIX0xwOh3MTUUfjsYJbtWrabVYXO/2FKtMhISE4fBjYupVSrJKSlO9XTzNrFsX/jh9P68OG0clARgZF4yUlAdu3O99HQUEBIiMj5XV22X3PHqMcLUzb6R9HvxNR5DYPR+j7fKxfb3+7t99W0l3q16eElxMngA8+KNvjc4krV2jSnDpRwg4Wi8WhT99qtWLSpEk4fPgw9u/fL4+vW7cOrVq1QnNVr3NnkwkzMjKwatUqPP300zCbzXiUxdRBmTBb7pMRmZi+cYPOwLt2pT/0Rx+V73FwuJjmcDicm4m9yvT06QBwA0ASgI8xc+b/it1PQkICQkJqoWdPaprx5580XlZiunJlmhPGKtTBwWQRKCqiyvTQoSTMnOmLv9XdPzQYNfFqrLrKflezZgGPPUYFSz8/bvPQc+GC7ZgjB4K6wzTrIt2xozbS+aawezdFuQHAkCEONxNFER07dkRQUBDq1KmDCF0f9O+++w4rVqxAz5498SSLr5Fo2LChJobRWWV6w4YNyM3NRVhYmE1cI6tM3xTfiFc7ZgAAIABJREFUdGqqIqYBCobXtzzllDlcTHM4HM5NIDGRkjr0Yvqxxx7DxInVAdQANd56DbGx37qwv0QUFto26iorMW0P0hQkpi9dojFnmcOOK8paMc0E+YkTlGV9+jStZ2cDgsBtHnree892zN5JTXQ0Ce9XXwUefpgSXioMEycqy6GhdjexWq2YN28eTp8+jby8PMTHx+OHH37AtWvXAADZ2dn49NNPNY9ZuHAhBgwYAID8+rNnz0Y3qQGMs8pydHQ0DAYDOqm7EEowMV3ulekzZ4BNm4CDB20vZ3HKFadiWhAEoyAIVwRB2CP9tCuvA+NwOJzbmVq1yBqhF9OrV69GSkqKzfbO4uaKioqQkpKCzZttxbS97oZlha8vIIoUjceKY6p5WjaoK8r+mvw/o+b3otYo4eHafebn+yE6OhqfffZZ6Q7+NuLqVaBnT0roGDyYvND2dN6ePXT7zDMUyajvlHlTUZfSHcTRzJ8/HzNmzNCMffTRR6hfvz4KCwsxevRoREZGYuPGjWjXrh1GjRqF1157DUuWLMGsWbMwcOBAtGvXDrNmzQLgfAJiTEwM6tWrp0maYTCbR7lXphmFhfY7E3LKjeIq0+0BrBZFsa/0c7o8DorD4XBuZ5hO2LVL25IbcCyYU1PTHN6XJEc1aCcgnj/vei8GT0BimqLxmJh2NPEN0IqXbpr20Ea5K6PVqt1Ht27UTGb0aFqPjiYR/oI6UuQ/Tl4eZZNXrw5s20b5z2oHQ2Qk8MorJKaNRqUzdYWCicO33nK4yebNmwEABw8eRHh4OKqpqrMmkwnbt2/HihUrMHz4cEREROA3KR8wNDQU77zzDry8SAKxE7lVq1Y5fK7Y2FiHrcNvWmVaDRfTN5XixHR3AMMFQfhbEISvBUHgTV44HA6nlKirruoAgMTEeIePSUrKshnLy8vDhx9+qBLTSmlx6FCl8ZlHKCrSdlCzg8lElWm1mHa1Mu2r6ShilJ9qwADbyXSA0p0vJsbkwsFXTKxW6j/iQryxW+TlaTtp+vpqn+P558nvvno1JX5UiAg8PVYr0KULzZC0Q1FREf755x+8/PLL6NmzJzp16oTjx4/j7NmzcnRit27d8L//FT/foIfUnWjJkiU4fPiwnUOx4vTp02jpoLXjTa9MA1xM32SKE9PHAAwURbEbAG8A9+o3EAQhTBCE44IgHC9J1ysOh8P5r6HuXqwW0wkJjsX09eu2LY9nzpyJ119/HT/++KM0okw88vgl+//9j3yZTrJ0fX0Bq5XENIu7dlVMs+oeYURaGmVsMyuCntBQ8vreylN/Vq4EJkwAPvnEs/t1JqYPHVJ+p3fcYdsUr8Jw/TrQrp1tNz+Js2fPIi8vT3NFo1GjRmjVqhVOnTqF4cOH46effnLpqUwmE5pKiSFTp05FUVERLqoan5w7dw4ZGRno3r27w8cDSmX63LlzCAgIQHR0NJKSkvD8888jRx3bUxZwMX1TKe6/UIQoiuy/+3EAzfUbiKK4QhTFLqIodrHnJeJwOByOliypyGwyacV0fLxjMX3hgq2Y3rp1KwCo0gX8wa5EN7f5b11KmGB3UjQhMW3UeKZdtXl06tRJvuwO0Os5cMDxY++4g+LblMfcerCJlJ7u9XH+vHbdZCIxLYrkjfbzo/fgP/8A993n2ef2CGYzNR5x0kqRNU2pWbOmzX2hoaHYuHEjmjVr5vJTjh07FgBZRh544AE0b95cnth65MgRAEoFW4++Mv3FF18gNzcX69evxzPPPIOlS5dix44dLh+Ly6jPNPkExJtKcf+FVgqC0EEQBAOAkQBOlcMxcTgczm0Nq0z7+gIbNyrj169fd/iYuDhbMX327FkAwN69e6URf4wfT4KJ4vXKACeXsoODlaYt7tg89uzZgxkzZiAiIgI1ajwPwL4wYHo+LY1i3AwGoGrVcjSFe5grV+jWk1cRmJCW9B8A0qSiSE3yrl0DGjcGVI0yKx6HDpHNo53jzAP23tFOXC05b7/9Nt544w0AwKZNmwDQ5+vQoUN4+umnYTQa0cKBb4pVplm0HvscV6tWDTt37gRAaTsep08fZTnEdvIxp/woTkzPBrASwEkAh0VR/KvsD4nD4XBub5iY1l/5tVeZ9vamL+rkZK1nWt3OWMlrDkDduhRzZiorK7ETMV23riKmmc3AWWX6q6++AgD06dMHBoMBbdq0gdW6BBMmCNixg6qpTHACwOOPkyhUi8/q1W/dyjR7bcnJkKMES4t0foWPP1bG7r9fWf7997KZcJienu65iEL2OZDEdEFBARYtWqSZ4BcVFQXAc2Lay8sL8+fPx8iRI+WxLl26oFevXgAoTcfRVZAA6cyRvf64uDgAwJUrV5ApZTyuXr0aZ86c8cix2uWOO8pu35xicfpfSBTFM6IothdFsZ0oijOcbcvhcDgc12A2D3VvhfPn7YvpqlVJOaakaCvTGXZVanXUq+epo3RAMWIa8EZhoVluge6oMp2Tk4MraqUMim9LSaFeHQMH0glB/fokoB1ZIdq27eL+a6ggpEkBLe+8AzRrRpHBiYnFzvO0y/btpD3Dwmj96tXl2CPZAOrWJf85w9MN8qZMmYLg4GB07drVtQekpjr3trBfgNRF5qeffsIrr7yC3r174+DBgygoKMCrZJj3mJhm1HPwAXJmJ6oklfmzpA82E9OzZ8+Wt9m7dy/atWsHq9XqqUPVIllNODeHW/eUnsPhcG5RWGVaPc2kRQu6PFxFd80/MDAQAHD5slZM6zNxBSEUQG20auXxw5XJagZYDu52eD+JaSMKC4tka7WjynRycrJmPSVFqdS7Y0EYOPABaelx1x9UQdCneNx/P+WPd+pUvI86Lw/4/HMS4AMGULfJM2eoyu3rG4NXXnkG/fr1k8Xbzz+TP3r37tKlvFgsFuzfvx+xsbHYsmULLBYLPpLUeVRUlNMuggCoW1+1asC0aY63iYmhD4ckprOlD8zff/+Nu+66S5MpzpI7PIWjRI6BAwc6fAz7jGZnZ8NqtdrYtdSC/5KnLkEwKmSu4X8PLqY5HA6nnLEnpgGqTOure6zd8cmT2Th2TBnXixZRJL8n68DsaTJCgfAvgbi1jzrchgIFyObBxHR6Oglq/bxFtU1lzRp67A8/0Lo73ZDbtgWARmCTFm8l9K4IVrSMjaWkD2fMng1MngyMGEF55YyqVYH77vtcXmdV0jp1gA0bgL593TvGjz/+GOHh4fL6vHnz0Lt3bzRq1AjDhg3Diy++qNne2SRaAMDly3S7aJH9+61W4ORJoEMHudq6S/0CAbz77rsAgDvuuAO1a9d249UUz/Tp09G/f3/Z7jFnzhz8+OOP+Pnnnx0+Rl2Zvnz5sk2DpUWq13qZvX5PERlp6xfjlDtcTHM4HE45w2we+qJafHw8GjRoIKcDAJQUIAheALLAUsBOnDiBhIQE3V7r4fEyLM4W1qDb9I6OtwkKAgBvmM2KmP7jD/I4618rE9OjRo0Cuxq+Wyp6u3PlniytXgAsrj+ogpCbSydU9esrrbxZVJ00bw2HDlHVXs9pOy3UIiOBq1dzsXbth/JYurMZoMWQnp6O1157DV26dMGJEycAAP/8849mm88/J+G+YMECAMCNGzcc77CgAFi82P59VispfoOBPCt16yI/Px/jx4/Hhg0b0KBBAzm+LisrC2FhYfjnn390kYqlp2HDhti5cyc+++wz/PHHH5g6dSoef/xxBAcHO3wMy0jPz8+3Ef79+/fHxIkTceoU5TcwD7XH8PV17wPDKRN4lh2Hw+GUM/Yq02azGYmJiahTpw5q1aol+4mtVit8fCqhoIAeZLFY0KtXL43gJurhiSfK7pit0rGanXxv09VuIywWsxT5ZwFgArAEwLOwWilRAgDSJMPw1Klv4667aOzcObp1pzJNGABYUVRkK9orKqJIVo0ZM6jKnJhICSwTJwJ795JYzs2lk4U77qA26hs3AuvXk+BmxeJ+/YApU+h337o1sGDBEs3zKA193OfkyZPycufOnREaGionyKipU6cO+kol79jYWMfe6TVrlEgWfZRbZqYy8RAAmjeXr8oAVJ0+c+aMXDFmwrqsqFu3LuqSb6lYmNXEbDZj586dqFOnDqKiovD777/j3nupPQf7vBapszA5tw28Ms3hcDjlDKtMM1/swoVU0RNFESEhIZqJeRaLBb6+gQBITCcnJyM/P19V4VqJ3r1fBdBM06jD01gl7W51UghklWlRtOKvvyoDyAMJ6pcAaP3TrGK6b18VWWRHR9N97hfaqDJtr4JbEbBYSCirr/AXFNDf38+PWr7XqgV88w3ZXdq1owzoNWto25MnqWA7ciTw3XfA+PEUw7x0KfDXX8C992onGAJKxXjgwIHo37+/28ecmZmJfqzNpIRaSE+aNAnPPfccAKBv377o2LEjAgMDnecpx8TQ7bRp9ALU/mQ2G3PECOCRR2CZoWQe7N27F02bNpVTMwCa9FhR8PLygiAIKCwsxM6dOzFgwABUrlwZTz31lJyDXSG6JHLKDC6mORwOp5xhFkdme27ZUonVqlSpEl566SV5W4vFAn//SgBIgcdIguSll14GMBDAMOzb9xEAAzQduT2MtRZd5rZWcpwaQCKYqnQWSyaAE9I9VI1TzzlkYnratCpo0oSu7Gv34zohIVSZduYwuJn8/Tcwbx4gaU8Aina05x5o3Jhu9Z2w16yh+7Zto/XRo5VKPyM7OxteXl6YNGmSPLZ7t+NJo47o2bOnvMzi4Rj79u3DsmXL5K5+3bt3h7e3NwYOHOhcTMfHU0W6aVM6k6hcGXj3XRLVklA/3rs3nvb3h1GafMg82oDiTa5UqVKFa9bj7e2NEydO4MaNG3YnK7LqtTuV6fz8fBxw1rmIU2GoWO9GDofD+Q/Avk9ZHwdvbyWdw8/PD4sWLcL48eMBkJiuUqUSgE0ArmHt2rXw9vbGhAkzAewAoKgxh2I6NZVKnaII7NtXopZ7VlBFzerl2Jvs5QUYDGqfxRbN/S1bKiIyNjYdgAAgCL/+SokUDHdtHv7+VJmuqGI6MpJuLapfHaui22tcN26cstyyJd0uWwaMGQN8KNmhn3tO26cjOzsb1apVw9y5c1GvXr1Sic2srCxEsoMGNdV5+OGH5XXWCZAJxDZt2gAAWrVqhStXrjiOf7t+nXzRrDNhfj7lAk6aBAwbBgB49quv8M0338gPCaLLHRo6d+5c4tdWVhiNRvz5558AgAHqN7OEPTE9bdo07N+/3+E+R40ahbvvvtvzCSAcj8PFNIfD4ZQzFp0e9fFR0jnYZKb7pU4bVqsV9epVBZALoDW2bduGQYMGwWi0VWEOK7qhoZS39vPP1DXt++8dH9yTT9o1HlsFEgGiweJUjHt7q6fiHLe5f/16ur18OQ1AEAAvhIbSGEsFdLcy7eNDlWld2l6FQZq7h0qVyOLz3XdKddle47pKlSjNY+9e8pGLIulNgKrRV65QK3U1K1asQKqUz1xHasN9J5vVCEB04wSKdQAEgOHDh8NoNOLnn39Gamoqzp07B6Nk9v/ggw+wbNky2Q4SEhICi8Ui++Flli+nAz59GqhXD+jdm3rFr11L92/ZgnwAvwI4ruuFzmLnABLRzz//PH766SeXX0t5YTQaIYoiWrZsaddrrfdMZ2dnY8GCBXLVXc/Vq1dlca6PkeRUPPgERA6Hwyln9GJaX5kGlBbFFotF9l0CWfj33yRERfW264+WN9PDJqFFRNCtTrBoYPl0akRRrkwX1ABuXF+H6nUfsvtwb29v2b5SqVKyPNnywQfTsW7dOwgImAfAD9evp4NV1VkgA7t11/t9/vwpAKcqbGX6iy/o9vff6YdRowYgFXltGDvW8f7q17cd27dvn7z8wgsvAAA2b96M3r17IyoqCunp6U4TKdQcOnQIlSpVwrFjx9CoUSN5PDg4WLOP4OBgjZ0kRDozSExMRDVWcs/IAJ55Rtl5WBhdwujVC2BV2aQk1ACbFQC0bdtW7haoFtPe3t5YskQ7wbKiwCrP3VjkjoP7mWda37BIT4MGDeRl1gyGU3HhlWkOh8MpZ/SZy97etpVptZiupvIC5OenAqiGX3+13a9Kd9iHVbhc6cKmPsjCQoiqb4szF8Y4fJiPj1LVLipSkiTM5pcBfIqdO1dLh5IOoAr+/Vd57D330G1Jk76Sk923r5Q1rCptj7fe8lzjutTUVPTp0weZmZl47LHHAADVqlXD9OnTAdimeoiiiN27d9u1ZJw7dw6hoaFo1aqV/H50BXbS99tvvymDuqg4qKu2kjAvgiKkAfJJs3SQ+vbOHCowTRw0UVGL6by8PAcdTAm1zQXgYvpWgItpDofDKWfs2Tzee+89ALaVaavVisqVK6u2tqJFi1qQErdkRo+mVAinfP21/QOwhzqfOC9PI6ad4eOjXPAsKFCysC9domDk06fJEJ2Wlo6goCryZDsAWLGCiufU/MV94uMLSvbAMsRZeMPEiZ57nrS0NAQHB2squYAicNViOj8/H15eXujfvz9Wr6aTm5ycHNkmcvbsWbQqQSvNZpIXet68ecqgXjRKYtpqtSJFOjZ1cnV2djaGDx+Ob775Bm+99RY6dnQSbF6BYIK3mj0TPBQxPWPGDPj7+2M98zvpyM/Px9NPP60ZK01WOKd84GKaw+Fwyhm9ls3ISMCePXsAAO3atQOgeCyNRqPNJKy5c5th7VqyQDNGjy7FAdhD7XvNzXX528Jksh/0fPo0lWgPH/bHpUtAdnY6goO1rdNNJoqFKymRkbnFb1TOFEj6/qWXyKoeE0NF/9xcJxNGS0BUVJRdGwcT019++aU8praEsLi7sLAwNG7cGLNmzUJcXBxq1Kjh9jE0aNAAY8eORW5uLgYPHoyoqCglVJ0hhYp//PHHqB4SgomdO4M5u69fvy7H3zVu3BizZ8+ucKkdjmD2DUdi2mDQduj8+OOP5WW1n33r1q02jz3vzJbFqRDcGu9SDofDuY3Qa9msLDL7/vLLL3JFmt0ajUabamOnTs0REACoAhbkyXseQyemRX23bgcT2hyJaYXfceedgNWahrZtPXvQMTEVT0wzLfn445TS0bAhZUZ7MhN8zZo1sFqtOMe63qho0aIFAIpU3LBhA5KTk3Ht2jX5/uvXr6OwsBCbNm1CZmYmZkvtKMc6M2074W4p8HrHjh0YMWIECtRV1Vq1ZF/L99Ik2K9Urco93Rq8vIhP/lNeDmWzaYtB3XJc3c2UXUHYs2cPXn75ZbRu3dqm6ySn4sHFNIfD4ZQzes/0hQvUaU7dGplV5AwGg01l2p6P1C0xrfdgLl5MsxfVM/jUSn36dFsxzfpd6yheTH+LlJQsAHHo2rWRiwfsGlev5lS4RA8mpqWIZBtK2sQjPj4e48aNQ2xsLB555BEA0Ihkhp+fH+6//37s378fI0eOxLx58xATEwNBENC+fXtcu3YNq1evRmZmJpYuXYrQ0FAsXbq0xPYKJt4B4N9//8VBJvBnzIDaIM9y1RmLFi0q0fNVBE6fVjxXHTp0cLjdXazVp47o6GisWbMGFosF8fHxEAQBPXr0wCeffIIRI0Zgx44dWLduncePm+M5uJjmcDiccsZiARRLaiJee436gKtbhFuk8rXRaET37t3lcS8vLzutxO03/wBgq9wBiiVTVcMwdSpNTlTPlmPd6gDgl19sPNPi4EHkVdCh9kw75iQAEV26dHFhW3fIharQWSFgYtpednZUVBRMJhM2bNjg9n6nTZuGlStXatI23njjDbvbqqPqPvnkEyxevBidO3dG06ZNERcXh08++QTt27fHs88+i6ioKLmzYUno2LEj6tevjx+//RaCIOAAi7GbOxfw80N2djb27t2L9PR0ue240WjUNCq6VWD2DB8vEQMHAuPHP+bUlvK7Kspl0KBBcnV+6NCheOSRR/D+++/jwoULaNCggfwZf++99+Dv74+DBw8iLi6uDF8NpzRwMc3hcDjljMWiTqxYI4+rRTLzuj7wwANo3LgxPpS6dei9lwypYZwtUuQeHn1UGYuOpi4gDFYdZe2ime+TtWoEIHoB3tYqaPYZrcfdD+C112yezte3uMo0EBpK+dOear6xdOlSaSkXQ4dSDnNFgf0K7VWmT506BQAYOXKkfPLkKvrs4fj4eEyePNnutmPGaNNXMjIycO+996J169aIiorCqVOn0LVrVwjFzmB1QFwcIDUWqVy5Mq5MnYrHw8JQw9sb1wGsAlC1alUcPXoUgYGB6Nu3L1JTU2VBeSvaGDIzj2HfPhOysujsbcYMYN7HU50+pnr16li+fDn+/vtvbN++XU5dYbGYR44cQXR0tKa6bzAYULduXXzzzTeoV68eVq1aVUaviFMauJjmcDiccsZiAYxyAfdveVwtpmvVqoXk5GS8/fbbACBPzNJXvpi2djhfjFWPWXeQunVJyTOrh5TgAABy3p4USwa1B9cLEOCF2muyYbJWR+I9sE1qgGtiOiVlPurWrYtatWoVu60rKJfWSbnOneuR3XoEZzYPdTe8XVKEnCiK2LRpk40NQk90dLRmPcRe9xeJyZMny1FzjKFDh+IZVf5ziewmhYXAhAnUiKVZMzoJi44GfvoJKCpCrcJCXAHwZo0aSEtLQ1hYmObhlStXxrhx49C2bVv3n/smk5z8K0SxCBcvviyP5RcVn7oRFhamqcirOXPmDI4fP24z+dNsNiMzMxOAdvIop+LAxTSHw+GUM2azIoLVCbtqzzRAlSwmnv2lUnaAzi8QGQns2OEkFu/dd+mWRUfMn0+xGSxmQh30vH8/LN5ARl/py/zoUfku0QAIMMBgCEBwnftQEOKldFlR4edXvJhOSkryqMXDXy7zkwC9csW+u8UdUlNT3eoaaI/ly6liaTDYz5NWTzwbPHgwDh48iGeeeQYjRozAihUrHO43KioKly5dwosvvohx48Zh0aJFxVaV169fj61bt2LmzJnw9vZG165dUa9ePURHR+O5557TpEu4zL59StwiQCdmLVvK75vuAPYajSiU3uwRERFo3rw5qkvZh02bNnX/OSsI3t50KSgj44A8VlBUujxo1siFCWfG5cuX5WX1CRin4sDFNIfD4ZQzFgsJLCo6K2LanheawXyvgwcP1oy3bAkMHOjkyVjr8NxcSuAYO5ZEMKtEqicjBgTg4gvAP22XIa8OAJVtQDQAgh+VV02muigMtsKcrW0EAgC+vkq1TW/j2L17t8P7SoNeTG/bBqijjt3lxo0bqFatGmbOnFnifcTGKo3/HDk4EhIS4O/vL1fo77rrLllEO2shzbzRTzzxBL7//nuX/MaVK1fGkCFDMGfOHBQUFMh2oebNm2Pp0qWywHULZlC/eNH2vqlTMaR6deSazZqThsLCQly7dg3fffcd7r//fvefs8JgK58Kihw3YnEH5qW2xzfffFOyEx9OmcLFNIfD4ZQzTEy/8w7QuLFSGXYmpocOHYpmzZphrrseBlb9ky4tS0+kVKbVYjonB9mt6GuhiKXxSdVZ0QsQvEiAFRaSOLrY3ba9n7+/Upn+888/5aYgADRWA09Wplm1vn17xeN9+nTJ9xcZGQkAWLhwoduPFUUKRXn/fWWsefNUu9smJiaiVq1acsa4mqtXr9qMmc1mPPfcc9i0aRM6duxY4t9hib3RAJ2lvPUWLX/9NdCkCb3H4uKAjRtpvFIl4IMPMFT1Gv78k+LjYmNjYTKZ8OSTT9rYHG4lRNG2QlxoLn2nwj///BNVHU6AIF6zM1eBc3PhYtoB+/btQ79+/XD48OGbfSgcDuc2g3mmCwryNZdw9TYPNS1btsSFCxfcvzTevDlFSTz+uDJmMlF6R3i4bUyeRWovzb4dJJsJpXmQmG7QgCqjhixbn63a5lG9enU5tk1PWVSmn3wyFyzQQtM00g02bNiAY8eOASiZj/iLL8i/vmIFMGYMUKPGv7hwoRqeeuopWK1W3FDFDyYkJCAkJAQtWrTAhx9+KFt6GjRogBh1morErl278MUXXwAAqng8WNwBVqtSWs/PB6ZPJ1P62bPAhQtKl506deSGLMjPBwBNK/I+ffrAYDBg2LBh5XPcZYynxPQPP/yAwYMH47333oPVasU999zjcNvH1Z9hToWCi2k7XLlyBX369MGePXuwd+/em304HA7nNoN5pvVtgp1VpktMYiLQrZvWVG0yAVu3Al26AH//rd1esglbhvTTDhsAQaBKop9fU/jk+sEq5ts8nZ+fqto4frzD5i4srcQTsMp0QUEu5s+nQikLMXGHtLQ0jBw5ElOnKqkMV1yIBsnJUSYaqsMWVqwAli4lK8T333+PESNGoEaNGkhMTARA3vGaNWtCEARMmTIFZrMZhYWF6NOnD2JiYiCKIn766ScUSFcR1JMODx065P4LLAkjRwKdOlFsotpO0ro13S5YoIxVqQLMnAlIkykBsiW1b98evr6+SEhIKFEMYEUkOfu6zViROdvOls554oknsG3bNkyfPr3YKwYzZsxwe/+c8oGLaR2iKGLNGiWqyt24Ig6HwykOs5kq0/rEBo2YXr1a8TuXhsREJclDfQCMFSu07fgkkWQJ0ZV2vQBBUGL5DFZfmL0kq0hMDHmxc3M1Ng98950mXq+s8PHxgZeXF3Kk5/L1lYujbnH8+HGbMVcqqY0bAyzNjBX6f/qJquPqE6YtW7YAAFJSUqRts1BZVUIXBAHe3t5o1KgR4uLi8Oeff2Ls2LGYNm0aCgoKsHDhQrmZylNPPeX+C3SH9evpBGzjRiAiAujcmd4r996r3U4V4wYAmDMHkLogAsC2bdtw8iQ1JapevbrDaMdbjdS8ZBRatWNmS9m815k9KjQ0FO9L/qEMO0k6nJsHF9M6Tp8+jddff11enzlzppwByeFwOJ6goADIyjqAi7qJWz4+PlRSLSoCHnsM8IRgSkiwFdPqtID8fBJKDElY5wdrhb6oF9Pwg8VkoX2NH0/qcc8F9LFcAAAgAElEQVQerZgGAEk4Ms6cOYNLUiaxpxAEAVarFcuk7Gx3xLTFAixYEIEbN6z44ou/be531LWOsX8/OWbi40l7RkQAU6bQn6+oqMiu91kURWzduhWxsbF2m3w0atQIVqsV90rC9cyZM/jyyy8RGxuL+fPnIy8vD59//rlrLxAgO4a78Sa//KIsb96sLC9YAEgtr/HUU05iZBRK5dGugJy/cR5/nP8NZklMn5F0bUkq066wa9cuubDXsGFDAJQrzikeQRCqCoIwSBCEEsywdR0upnWo/YvOxjgcDqek5OeL2L//bht/pMlkogzofv0cPNJNcnPJf6DPc27ZUruu9mEbyKZxscV2zSZi5w4aMW0UAmDxA5Vf2QS669dt24nrxHSbNm3QpEkT915HURHw9NP2UyM0T5UidRUUXRbTAwacwLRpHVCjxkP4/XetmPb29nbqTU5NBXr3th1nvu3Jkydjzpw5AIDFixfL9+fk5ODNN98EQAUcPT169NCs5+fnY+7cuejbty8GDRoEX19fp532NOzeTdXjb75xvl1+vnIVwWpVBPSaNcDQoWTfGDyY9lWjBp09FLfP25S//v0LBgEwi8CQ/cDr0p/QYnWeDV5SBEGQ/94s+YWL6eIRBCEYwCYA3QDsFgShhiAIXwuCcFgQhJmq7Vwac8Z/Vkxv3rwZzz77rM14VFQUAMieNgD4V53DyuFwOKUgMhK4eNH+5WBvq1TqOnjQM0927RrdSpXp7OxT2LNHQOa0kTTOLtnb63Wtw2q0wMtLbtsIgxAAi79uowsXYDLpEhp0YrpEHD1Kws2FSn2bNm2QlfUNVPP8bPj7b+qoHhEB7N0bI43+BmCPvM27734CX19f5Euq/Nq1azinbmIDgDXuCw2lOXkmE10IYClzX375pbzt2LFjUbt2bQBk72GTJgsTE23K6KGhofLy8OHDceDAASQmJuL99993vcqbm0snIUzEX7jgfPtXX6UUjm3bgJ9/poY8s2bRLEpBIPvGtm1KYHatWi5VpW9HqvsFY2BNwCoCBVYgX3KDWiwkps3mDCQnr4coWp3spYTPLb25bjh7g3MY7QG8KoriewC2AegPwCCKYg8ATQRBaC4IwgOujBX3RP9ZMT18+HAsW7ZMntghiiIKCgqwbt06dOvWDTVr1kSjRo0AwOOXJDkczn8X0sn2M4QNnv5fwyaHSe3BU1Mpniy5yVWaGPjQQ3T/lSukAnWWBIsULlIYDKQbz8BgUES3oUptqkyruXDBtjKdmorTp0/jzJkzrh1zbi75r9XH4mbzFIvlAE6d0rpZ1PTuTbbeHTsAIE11TyYAytKeNasmior8kJeXh7y8PNSvX18jcgGleeTatdScJT/f1lHDCA4Oxu+//w6ARDarLK65do0iQHQsW7YM27Ztk7+jANuKtUNEkU6QfHzI+wwAjmL+IiOBqChluyFDKPmlShUWhM7Rk38SQd5AngWIei4K4WEnUGBRxPTRo80RGTkK6emeDzBg3RG5mJYxCoJwXPUjt9kURXGvKIpHBEHoDapO3wNgrXT3dgB3Aejr4phT/pNiWj0hJC0tDaIool+/fvD19cWJEycwZswYAFSRrlSpEq9Mczgcj0FpYQ4acqgEZ3YjIKspKEWhpJ344uLodtAgAICXF6lfq1WqhLKJYhYLqcB69SCKinjLq0O3x5fTrUZMV6sPc7AJCAykZJD77weOHbPNDk5JQdu2bdGmTRv7x5iXBzzxhHKs69aR/5plGQPK63exEpqTQ7MAH35YO752LfmbWY+XKVMAb+84zTa1arEOOK2Rn++L5OR8nDp1yuY5RFHRn/a6oqtF8KJFiwAA7du3BwCsWrUKMTEx+LBTJ4QCZMX56SfgkUfoNX77LSZNmoTBgwfLExRbtWrl0msHoOlcWSxt2wJt2pBt4803gbAwepMuWSLHInK0WAtjAAAvnwJCa4SiVqVaKLACopiHzMy/UVREn+/CwkQneykZrDLtrKnPfwyzKIpdVD+a1qECXcp5GHTWLAJgH/hUACEAAlwcc8p/8pOizu9MS0vD+fPnNRF4TEwLgoCmTZvyyjSHw/EYFCVdvJg+/i0Q/hVocuCSJSV7skuXgNGj5UmFXl6U+2u1SpOqmzYFVq4EVHYEiyUHfn50VTORNDgKpe7iXl4qMW0IhCXQQHaAIUMoQu3aNXjF6ibcFWfz2LQJ+PFHJXaNZcypUx9YC2UXxXRREVUIpT4hAIDLl0lcjx9Pll9GaOg1zWPvvPMdACcB3AHADxER17GeqWYVa9dSDN7bbyu2DjXse+aHH36QOxT6+flpuv6NYK910SKqxrMkqWeekScMfvLJJ5g4cSL+YZ4SV/j5Z2W5WjXKf65Tx3Y7tfWjdWvglVeoB3p2Nh1PBcdszkZCwspSt313F4uFrmYsHUG/Z1+jLwqsdJJ6+bJyEphX4Hkx7e3tjcqVK/PKtIuIxGQAEQB6AmDX0yqBNHC2i2NO+U+KafWEwrS0NJszvPr168vLTZo04ZVpDofjMchyqm3DffLkSTqhd2SFcLc3dlERlU0vXgQ6dUJCwkpERAyVxbTFokooGjsWqFtXXrVYsuHn1wwAcPVRkFiWUFemjcZAWK25ECH5QkeMAAwGGE7oqrjFiWnmwWW+Yfb/WB1LyiIE1WLa6tiP2qCBshwbC0RHU6M+gObVZWVR9HZYGBASoq1Mv/aaP6ZO7SDlVMfg4sUdWCBnKZMKT0sDXnyRYrodOSFYEUbfZKdnz54AKNquJfOJpOo6JBYWAs8/DwCoV68eVqxYQQ1Q8vLIklEcJ04AvXpR6saNG9T9Uu95EUWA5WmfPUstI9lZxi0SX/fvv9Nw7ty4MrFTOMNiyUGBBRjdmgpvJqMJBRYg0BKFtLTt+EqSGBdTTpbJ89eoUYNXpl1AEIQ3BEEYJ61WATAfimWjA4AYAOEujjmFi+m0NPysPovX0bRpU/z777+wOvnHzeFwOK5CRTTli9BoNCI0NBS9e/e2K6aTe4P8zO4waxYwahQtd+qEc+fGITX1T1itZD2QbR52sFhy4ONTWxkICpIXDQbVBERDoLS9VF2tVg1o3Rpe13UpA3qhqId1yWO2CPb/eccO4J57yO7x6qs0xn4P27aR4PvrL7u7rFpVEd2NGgFSQ0MAlO+dlAT07UtF2JSUBI0FpWFDEz74gB1WPd2ei3DHHUDVqrSPL790rDuZmNYnlwySLDc9evTQdpZ57DF6fePH0/ry5VQ5fustOhPo1IlOetq0AY4coasOgkCzH3/9lTwr6en0+96/nxQ/E8dVq1K1mbV2z8ujk6gNG0h0t2p1S1o6ioqoOnv58nSkptp/L5QFVksO8qyCPBnU1+iLLDPggyxYBH+su0aTEgsKy6Z6XL16dV6Zdo0VAJ4QBGEfqH3remn9YwBjAGx2Y8wpLn16BEEIEQTBjWtMFZNLly4hJSVFk/s5fPhwTXKHnqZNm6KgoAB79uyx6VbG4XA47kIdqhUxPWbMGMqXzskB7FwFi3y3BE8SHq4sS00+AODiRbIbyDYPHaIowmLJho+P/e6EgqC0OzcYaKJeQYHKJhESAqTrkkqKq0wzj3V2Np1psC5/168D27dTTAaLxIuOJgE5ZAitP/igXKH+SyWst2zZgjlzlJzkr75Sns5spqJ31660npmZKXuZAW1L99deCwcwUHkwCsDs0++9B9xxB7By5Uo0adIEK1eu1LyszZs3w9vbGyG6GYkdO3bElStXMHH8eG1Dm/ffp9/f558raS4vvUSv//Jlig5hvukePYBmdPUA587R7+Gjj4DgYOCTT2hcHbvYrRvdPvYY8OyzZB1atQoYNw7Ytw+3KkYjxRZmZh5GRMQgedxiyYXZXHZNTURrLgqsinzyErxwPZ/Wo3ODYRYNyDIDZnOao12UCl6Zdg1RFNNEURwkimJvURSfE0UxAzS58AiAfqIoZoiimOnKWHHP5eqp6EIo/pFbknfeeQfNmjXD3XffjaSkJFSTZrcDwK+//qr5Z6qGVRUGDBhQ9h2nOBzObQ+JaeVLlnU3g5Mvx+zGUHzDrqBu1R0SAvavnono1NQtyMiwbUdNlWsrDAalGq32o3p5KR0aWVUwMvIh7XNl0uQ/gX29FCem2es6coQ8u0eOKPephK1dMjLkUOdmTFxKLFr0LE6coDmWFINtBiBIPxRWAZCYDgoKkidOqsX0woWVYTbvwIwZyzBkyDAABejYkTT/9Om0zffff4/Lly9j3Lhx8u8qOTkZ27Ztg4+Pj90ou/r160OIjaWVL76gCEOpGQd8fYE776TlrVuVB23fDhw6BEybpt2ZvkPj3Llkufn4Y2Vs0CDF0rFsGdk6fvyROmzeghVpALBazcjJidCM5efTid2xY21x5EhTew/zCCYhEzkW7UTblCL6bESmJGJch3FIKwQCisJx6tQgFBV5thDHK9MlRxLYa0VRTHB3zBnFfooEQegPIAeAm9cZKw6iKOLdd6m8c/bsWaxatQopKSlyW06A3pwbN260mbVdr55ymY+HpHM4nNJCYlr5cn3kkUdogVUpn3zS5jGJA6H0qS6O48fpcr6fn2yZYJYMNTdu/GEzxiwbrOoMAGfPPiEve3kpQtPbmwR7fn6ssoOQEIgZmQCWY2jI1zRWnJimXwjx6aekVKWW5lixAnjtNfuPe+89ul24ELhyBd7e2ki+wYMHo2NH8kh37gwEBMRq7g+UfiVZWVkICgqS24b7MtuJhMEAzJ07CT173gnAis2blU6CKSkp2Llzp7zOrl6yzpYfvPIK/T23bNFaOkRRmR3Zo4fGsy4/KePIEdpesodg9mzFZ56ZSRM4RZG8LOvWARMmAEuXavcnCMAHH1C4NuOxx3Ark519EpmZhzVjR47UR3r6AeTnX4bZnAKLRbEz3bixEbGx7+t34zaiKKKqIRVJRUGa8eMZlLqyJ9mMx9o9htMZAozIR1raXzh4MBjZ2Wc8NlFSFEXExcUhwV37F6fMcCqmBUHwAfAWgGlOtglj+X5md9uVlhOpDjx7FtUEl27dumH48OE2FWoWSwTYVj44HA7HXSjAQRHTgUzVsUl2Dz4IMVUrQFN6wnFosp6uXcnH0KULGYah9TrTeqAmAo9hteZI9wegXj0SsUlJP8n301cCUbv2/wAAVaqoujXWro3ehTsAhOH1xlKDk9RUsmKoJxSqYWL6nXeUsTfeAP74gyLzBimX73HqFJWan3qKRDbLyT5+nKwyKoKDgwGQaN6zB1ixQjvp89SpbTh79izy8vIQFBSE1atXIzIy0kZMMypVohMMPz+lZXS0ZElhzxUbG4t169bJkwz7Ll8O/PADVY/9/cmjnJ0NtGsHvPACUL8+0KGD/d9LeDjlf7MqNcPbm/zloqicEQD09x49mozcqkn0Gnr1As6fp59bvOGKxUInly1bfovOnY+jXj3y1cfGzpW3KSi4hqyscBw4UA1nztyHy5dnoKiodNaL/PwY+HmZkSlq7TsZ1srotxe4VlAZfRr2QZpZezH/+PF22LfPhMzMYygtrOhnb76X2WzGwIED8euvv5b6eTiuU1xlehqAz0VRdHiNQhTFFSzfzyZftIKwebOtd/y9996Tw88B4G0HU7LVYvrKlStYt26d5w+Qw+H8ZzhxAjAa7VSZWWU6IABiZW1HwsJguCamd+1SljXhx1rh5OVlkicjqlEq0wFy8of+cfIeBS9UqTJA6wu9917UxzWIi5egT2UpySAtDXjgAZpAp5/IbbUqYnrkSGU8JISsCoJA3t8XXqDx9u3J4/vtt2QB+f57quKGhyMwMFAjqNXFkkqVAJPpuuqJEzFp0hDcd999AICgoCD4+fmhNauI24F9X6i9qkWSReUNyWoSERGBhx5SbC9N9dadp54iARwZSW3YnbXj7tTJsSguDS1a0M8tjlVq3R0Q0AaBgZ1Rvz6J6bQ0xTufmPg94uK+gNmsFNSSk0snMrOzafpYkbGRZrx2JZq0e1/L++Bt8MY/WdVxPD0Adeo8J28jikXIzHQjA9wBK1ZQlLK9eVzJycnYuXMnHnzwQZf3dy3zGiISI4rfkOOQ4sT0QACTBUHYA+AOQRC+Kmb7CgmbYNhQ8qQNGTIE06dPx4QJE/D666/j0qVL8POzbwkPULXZPXDgAB566CFERkaW/UFzOJzbksOHgYCAQu3gnDnKpDN/f1it2vst/nBNTA8YoCxLX7SiKGrEBEB50/bENOuQKAgmu2JaXZkGAG/vqtp9h4aSAE5KUrzQokgV2YgIbVrJjRskhB9/nNaDgpRuKlKlV2bxYvuNa/z8yBLy/vswvfkm8lRWCouuEn79ulpM06Q7ZscIDLS1weipKfnQk5KUCnehdCLQvDnlcj+ps+hoHN+1a8t/EwweTMsDB4JTMli8I7vq4u0dAjpptKBSpc4wmeojNnYuEhLIbhQURN0jo6Mnlup5k1P3wiICNSprrxi0qUGJMC2q0YlKgG8IXj+VC0vw83jzNJAjXbjPz7+M0tJAyn5k9lU1WSo7WKaLV7P6f98fHZZ1QKGl0Oa+7MJsvL37beQV2Z+0zCGcimlpBmRfURT7AjgpiuKE8jksz5KQkAB/f39cuXIFAHCndNnMYDBgwYIFNtFFagRBsGmD27ZtW3z00Udld8AcDue2JDeXgilMJtVkwoICCiueOZPWAwMhitovNdEbsGa4OeFIEmppadthteYjJIS8z0ZjNQiCtjKdnr4f4eF3IivrOADA3795sZVp2ldVFBYmw2zOQmLiaoj0YHqhZrPifWbExyt2j927lfF69aipCIvhY7MDXYH5jT/5BF5eXhglRQLqxTS77F2lSjCeeILENEvaCArS+l/twSrT9sR0Xb3nGUB1Pz+aTPjGG8B991GXl9dfJ8/Jpk2uvz6OTF7eZXmSIatMs66eXl5GeHvT38jfvwXat9+G1q1/RuvWP6Nbtwvo1OkQfH2bSo+1PZF0laT4L5CQD4TW1NpzejfsDQAIMtF7afHQxRAh4vNjn+NIKjD8IBCbA6RkOciSdwP1FXN9bK9aTKu3c0ZcFmWtm+aaEH5dSQLKLcpF4LxAzNk3B8vDl8NidWDV4rieMy0J6gqJ1WrVtG7VEx8fj9q1a8vm/7CwMIfb2sNeG9wpU6aUe9clDodza5Mvz4dSiek0nYczONimMg0A5uwkmzENzC7Rty/5jV9/HQBw5gzZJywWEh8hIY/Dy8uk8UyfPz8BWVl/Izf3PADA3z/UgZi2V5lOwYEDQTh79jGkp+/Riml9170hQ5QoPLUlJSaGbBvdu9O6iyIAgNZzbDbjt99+Q6NGjTRiOj4+Xu5yK4pWRETsB6BctWSVZWewyrTa5sG+d0wmEwzSpMGGkrCuVVREnQfnz6fK/F13AQsWAH36kO+Z4zKiKOLUqUE4erQJjhypj7y8y7hxg7pSqhsJeXtTK8pKle5AQEAoatZ8GDVrPgx/f5rv1KABTf86d+7pEglqq9UMoAjns4DWNbQnimPajMHGRzfi2S7PAgDurHsnQgJC8Nmxz+Rt4vOBnNzSd1Q2mUyyjtF3aM7Ozrb3EKf0bdRXXu7yZRdZ2+yJ2SOPv7LtFRjnVEwrb0Xg1szEUZGfn4/KlStj4cKFDrdJSEhArVq10LlzZwBA7dq1HW7riGvXruHll1/WjOkr1hwOh+MMpnctZpVYtiOm9ZVpALDkFlOZZhXThx4iv7GEwUDCtEaNB3DnnZfQrNnHkmdaSTooKLgq3cZBELwhCF52xTS7VM7QNHeBlDmtFtNGI/mE9Vy7Rr5hgLzdLL3ihx9IZOuymZ0ya5ayLPUQMBgMNmKakZGRgYgIxR/aqlUrh9GoaqpLPcN37dqFYcOGIT4+HjmSz93n+nVUlarbE6QzpiFms9Z2wykxRUUpGi/00aNNcOPG7wAAHx/lvdKs2ado2PBt1K5t/yK6yUTv16Skn5CVpbTOSE39C+Hh3WC1Oo+fLCyk9IyoLCMaVWmkuU8QBAxvMRzeBm95vW6QcsViydAlSMgHYPZMKthzz5EX+/nnn9cU9ljHZpYSpL9C4wq/n6PfbVxmnM19mQUuToT+j3HLi2lfX1/k5ORg5syZ8iU3PfHx8ahVqxZ27dqFpKQku7mfxVG3bl3M07X0ddbshcPhcPTINuL8HDwKIPfOO23FtK99P7OlwE7L6XvuIQEKUIoDoGnSAgBGY2UEBt6JmjUfhZ9fEwiCAV5evsjPj8X585OQn39Nzp+2WLJkES0I2tZ+rVv/DF/fBpqx2rX/h8DArvJ6Xt4lRUwXFZGY/vprWmaecIAyky9fBh5+mIQ1IzAQ6KdKB3EFPz+lyi1V6fRiOkWK52MWP1EUwV5dK9YIpRhY/vSaNWuwZcsW1KlTB088QdYZ07BhCJL+jj1TUnAAwLwHHwSee87R7jhuYDbbz0CoWnWIbn0gGjd+F97eVe1u7+WlVLFZGggAXLgwGVlZx5CcvNbhMSQlrcGRIzQhtJJvfRi8im+5vuGRDQCAES1G4L6W9yEhH/ASc5GeTjajfbH7kJhdMh3BJstu374dmzdvRnh4OL777jv8n73rDo+i+trvZtN7JSRAIIkQeq+CgAUFFQFFFBuiNAE/UIogKhEUFZAqSlVByo9epBdDjZBCC0JCQgkhPaSXTbac74+zszOzJQUCCOZ9nnl29947d+7Mzu6899xz3nPq1Cl4enoajIeVsVSrtWoEeQRh9nOz0dSnKaYcngK1Vo24O3EmbQ9eO3hX433c8VjY7IVZWadOnbBt2zYEBgbK6tPS0vDcc89Vyi+uPNjb2yM2NhZFRUVo165dTQaiGtSgBlWC1DLtAsChbVs5md6/H9HRnQyWYik0RUaW6aQkJqUHDwLe3qw/3KqV6CoBQKcrQ0lJPOrXnyYzIlhbuyM//28UFcXIMhjqdCWGpXK1Wu5WYs5SrVQ6oXbtoSgoYLmvxMSvEejYTm6ZtrLirVUrDk4kAj78kDvo29dyPu6qQJAtvXYNeO45KJVKSKVa8/I4gZmnp0iyPABkAXgiuPLJPWrVqiXzmRZgC+BpANcANHNzg29kJFAJ15EaVA6WMgl6er5kttwS3NyehKtrF+Tn/y0j025uT6Kk5CoyMjYjM3MbSkri0aGDuHpx585+XL78puFzkFeTSh2vrmtd0HTmJ0VlRUjSx/CdP98D3bqr8dPhHii0aoi9Q69W6TwAyHTVk5KS0Fe/GuXq6oqnnnrKwHcKCgoq9J1W69So61oXn3T6BE19muLlDS/jf5f+h/0JHJC84bUNUECBN7e+idc3v244pxqIeOQt0wDQQZ8X9vz58xg3bpysLjk5Gbm5udWmER0SEoJ6ermiisj03r17sWLFCixfvhwNGjTASalgfg1qUIP/HATLtFanYUuGRiMn087OKCiIQFmZ6VKwNl6eUEq235df8utXX8n0g69dmwyADARZgBCoBQCFhWdldULKcME9RIBMT1oCR0c5sSgI1opkWuob7OTEiiTCg33cOFHJoxLIzNwKjcaClU3wzR41CtDpTCzTwqqlVJ1Jr+qN4B9/ZKt+WhrrQb/5JrBtG2tcZ2bKVET27dsHf2M/cADOdetiUXExLkVGwjc9vYZIVzOEbJt16ojP965dc1C37tgq9WNlZYsmTdYCALKyduLMmYbQaAqRkcF6zXfu7ERW1jYUFcWguJiVXgoLLyEmpg8AhSFRkYN91b9fRxtHXMwTf5speYkYHQxMbBBv0paIMP/v+Yi/Y1pnDjduiAoh+fn5CAoKMijUFFQi2VOZtgyabA1sbGyQF8UTz/d2vId/MtkV683mb2JQM1FqT0c6s/38l/FYkGkhsASQSxwREW7evAmg8kt5lYGnpycUCkWFZPqll17CiBEjMHbsWCQmJmLZsmXVNoYa1KAGjx4Ey7SOtLABmHBKtWKdnc3tBgDQXj0PTJvGH6ZPByZOFCvP6gmxRDsfAJKTFwLgoDsppKocgh+o+Jn9JP39h6NFiz1o1+4cOna8Cmtr8yt7Hh490bbtaXTtmgOl0gUpXbI4259gmZbC2ZlVS/7v/4AqKCIVFl7EP/8MRHz8R+YbSK3bJ0+akGkhUNDRUUxeYyDTADBiBEvX7d0LbNzIyU/WruW07HXqACtXAnPmoG1pKZKT5X6kRwB4nDoFBwcHNGvfvuIU6DWoEoh0KCzkiWS9emI2TCulE9ZeXIs8VV6V+mMfayukp69BSUkCrl+fJIsfEBAR0RBabRESEljj3NraDcEtL+CVU6x2U1UoFAq4Ofhjs34hKDWXV3OszHidrjq7HLOOfoqXfm+ECTu6V9i3sVyvk5NTlci0WqtGahhP4GfPnm1Sn5r6K44ds8aPz/KkvUYmzxSPBZmWakR7eXkB4GW92rVrGwITK6MjWlkolUp4eXkhK8tyQJDUf1sQ9q/Rp65BDf7bECzTGoFMFxaKCUkAtt5agMYRwKxZnFZ8xgwgNpbJnhRubtBqVcjNPYZz53rAxYV9hI0DstRq81lhGfxYUCiU8PJ6ES4urSskD66unWBj4w5Hx6ZQeZZyApqyMlMyDfAkYOHCKrl3aDQc9FRSct1yo4N6X841ayxapqVkehKAlgC6VXTw1FRg+HBWR3nySUClQuhLL2FF06YgAM9Mnw4EBFTUSw3uEgkJn+LGjalwdGwMO7u6CAiYAnv7Bjh5Kxzvbn8X7j+441berUr3p1Q6wdlZDDhNSVkKAAgJWQlv71dlriMnTjizQg0A/0a7cODaARRoAC9Hr7s6l2DPYPyl9xLKTfnebJu/k/5GTuIobO4CLG8H9HU/gbQCU7cvKYzFEBwcHAycZ8OGDRg/fjzKy1Cd8lcKbuxm6/blyzFo6Cn+3r9vAcTFsVtWcy2nqS9WF5t28h/HY0GmAaCNPuhGyAgUGRmJjIwM7NjB8jn36i9tDB8fn3It00lJpjf/uXPnUFKDEIAAACAASURBVFxccxM+bti+neOoapQSa1ARRMu0jsl0tpzU6pzkVk0bGx/Ur8/WIK3AA1u35tdvvwXOn5cfwM8PkZFNcP58T+TlHUdBwRnUrv0BrK3lxgRra3a1UCpNjQxt2959hjY7Oz+UOpcBly6BkhKhcaiu5WDhx1VO8Ligab1qFZRnz0J75w4uX76M5ORkg2Vaanh5pVs3XLh0CQ4jRgBHjoj9bN8ODB4MpKdzhsZDh4BnnhHrR4zA9D17MOzyZXYJEfTBa3BfIKyu1K49FAqFAkFB36Fz5xtQS5Q39sXvQ2JuouFzZlGmSUa/XFUukvL4uezj84bJcfz8PkTz5lvRsuVutGsnai07ObXCU0+V4I2dn+L9ne8DADwdzAc4VoQgjyDEFgAlWsBOLbptCXFfJxJPYOLuvuhg1H1C+lGoNCqT4D8h67SQQ0PAnTt3DGR6wYIFWLhwIRYtWgQAiI6OlqnbAED6djGhkVqtg6sV/25buAGdJGOxpWz0968h0+bw2JDpyMhItGrVyhC1fVa/7Flbn1K3Oi3TAJNpc4EoAgQfppEjR8rKhYxbNXg8kJfHmZI3bQL0t14NamARbJlWQ0Na2APsDiGtt5OreHTpkoIGDVj6LbOHvlAvfYUWLcSMgXqUOBdApbopK/PwMJVnCw6ei6Cg71G3LvugOjqKmrnGih1Vga2tH8qceMk8YQxwcvC6CuXGKgOiSsh7SdKnWwPQJiejWbNmqFu3rlnLtI2DA9CsGbBsGZNlnY4TyvTvD6xfz1Z/hYKT3xw5Auzbxzv+8QcQEgKcOwds2GDe+l6DaoOLS0cAQN26n8rKC0pF94VRe0ahwcIGaLe8HYrKitDrj15otbQV1lxYg4vpF+Ezxwctf2mJgAUB0Og0CAj4DM2b/4nAwG8sHLMtQkJWwcmpBYKCvsXRxFOISoky1NtbmwbjVgbONuzG9ftNeXnkjTXYf0SBcTu6o7EjP0jSNKLkX3HaTHy2ZwBeWPsCRu8RFWIsrXbHJcSh1Er+X7J0KVvg27dvD39/f0w9PBV5qjyotWq0aCm3BLUtZoWRQY3kUpgAMK4hMHTn+/jmyEfILTGvsvJfxGNDppVKJWrXro1Lly4hNzcX0dHRaNCgAXbs2IEhQ4aYzVB1L2jWrBmio6NNsg8BrOvYr18/AGLaTwEzZsyo1nHU4OFCqpf/yy8Pbxw1+HdjwgQgPJy9HwCeaDcAhAIDVFbiBL1evcmwsrKGQqGEUukMuEoCAsePBzp2FDMGAsDRo8jM3GZybHf3Z0zKbGw8EBDwGZydW+s/+0jqfEzaVxa2tn7Q2JVCawOk6zm8uWDK8kBESElZYUgyA8Ag3VeurKlSCYSG8lsAWsmytrCKGBcnSn3Z2BsRIoWCVUcsobvEd3XqVHGFoAb3BUQEnU6NsrJ01Ko1GASFTE+5sMw0GPVs6lkcuXEEF9LZ6jtkxxC0WtoKWcVZSMpnq/SXf30JhUIBb++XUb/+NLRufQL1Q7bgzS1v4tdzv2LRmUWYdmQa/Pw+QIcOF+Hl9RLmn56Puq51sfn1zfB18kWLWi3u6pya+HCwbmRBAEZGA3P1t2PCtSmwVwLzWgHv1ueyvk9dhnMDztppq4lHR9v9sLcCfon6Bc1/bo6nVz+NwOBADBsmunCdPRuN5s2b40CdAxiw5UnZsQsKCnAtWXxgfX/se8w6MQu239iisJTnhydOcFIbp5QivBzYGoMaispAPXpoYevIHgDPOx9FN+VSLPjrVZSU3NAns/lv47Eh0wBbi2/duoWAgACcOXMG7dq1Q6dOnfD7778blkOqC40bN0ZxcTGys7ORnZ2NBQsWGIj1F198YXDnCAkJASBaqOvXr1+t46jBw0WaJHYrr2pxMDX4j2D1amDePKBrV4BXYznWohbAPtMSlJaJ7mG+vqLShafni1DXkriACCRcSi7r1sXNm6Gy/urVmww7u9qwBCen5gDkhPdudPjF/jhbbGEIYKPj1UBzMn/lISfnMK5eHaFXImEIqaMrtFBPnw5EREAJoFQtWsSFoKqIiAhDmY3E5aNScHRkXW+A3UBqcF+RkrIMx4/borQ0EXYOzWA90xqzT4nBcZaSh8w6MQsAMLztcPRt1Nek/vtT30OtFe8Nd/du+CH6EDb+sxEf7voQ4/aPw6yTs5BRJE5sb+XdQlu/thjYdCDSJqbBw8Hjrs5pVPtRiPkoBvveOYiXmn+C6X3YbcPfRh4E3KTJBjjZeaJ9g1fxs57/1nEA9j0FdPcG/sn8B0dvHkVCdoIhOQsA5OW1w6a/NmBcD+C3rvJjFxcX44M1H4gFR4DZx/h66jSAi4s7unadBV9fH1y+TPgsKBGqkis8Pv8xUCisUL/OcABAZ73LeE+nMJw5E4RLl/rd1fV4nPDYkWmAZ2CJiYno2bPnfTuWrz5DV506deDl5YVPPvnEEATwoyRKfcCAAVi8eDHmzZsHf39/g093DR4PlOPpU4MaAJAnAExMBKz0y692gLi00bQp0LIlVCr2+/T27i9zvbCx8YLaWuKnaC4ZSP360OlES3dAwBQEB/9Q7tgcHBrCz28YmjRZg0aNViA4eH5VTs0Ebm5svc1rBtiWMVlVqapGprVaIdgwTlLG556f/7dBmaSszEIAeIcOcAZwShIgXqdOHbi4uMDWVkyHbuN5F36ve/eyr46tbcVta3BPSE5eZHh/U9ceADDlyBRo9FbQ2/m3YWMlSi/Of2E+Gnk1wpnkM7CxssHiPouxa/AubH59s0nfu+J2yazcXg6mAYWCW8f5tPOIyYi5a9cOKawUVmheqzlCvEMw74V5aF/vOUNdmgpwqL8FPXsSfH1FgjypdwTKJAvgXzcDZrcA9nYDPtzez5DmXlChjLw6G/3rAMYLL4VFhTh+7rhY8DfgxoIisNHZw8HBDgqFAp07P4krV1jbu6wsE56efdCoEadEd3QMMXte/xRUcWL6GOKxItNCulcB1aUtbQ6t9Ut8UtWO8ePHIy4uzqDeAQBWVlYYO3YsHB0dDUGLVBOp9thAKujy44/A7NkssnCvIGKZ2z59aizejzqkf0unTgHe3hIyLWDePODCBahUibC2dkfz5tthZSWupllbe0KjLMSVb5xZWULqYnDhAgfNSVbfatd+HwEB0yocm0JhhZCQFXB17QR//2GoV2/83Z4mAMDW1hsKnRJqV8BGxWdYVct0WRn7a2q14sTg2jVRBjAiIgSxsUMRHu6DoiLzPzaJujVCQ0Nx8eJFnDh6FNslCW1sKpFC3ARWVjU+0g8IQqr6Lfmv4bm1YqbDlWdXAgBu5t1EgJvoRhnsEYzuATyZU+vUsLPm+29g04HY89YefN7tc6zpz9lCB24eiNc2vYaUAg68U2nYz99OKf4qB28djLTCNBy5zsGpfZ7oU+3nqFAoMPYcMOECsOB2J3QKfM2kTYc6HTAjzhNhGYCDI6/8dPAEHJTA+PrxcPNk969Wrbi9l2qTvm+xDx8fQKfVAUbzikZ2wNTm9REbq4JWy+feqVMnJCUB8fFAYWE0rKzEOAN396fRpUsy/AJmwjrwL4w+CyxJAGZfqokFe6zItI+Rxqq7u/s99RcbK0bfG6OhGVH+sLAw9O4t/ui/+UYe3ODh4YE///zTpLwGjy4yM9lI9eqr/Pmzz9iVVX0PMVenTnHOiLVrgf37OR5q1arqGW8NHjyaigZmHD8O+PmZIdN6bWKV6ibs7ExdwWxs2HKW3rUQWL5cXtmyJdC/P3S6Mn1XddG48W+wtrasWX0/Ya1zgNYJUOhY+q6qZLq0NFn/moILF3rh7NkusmyMJSUJSEv7HYAoa2YMqVFu8Msvw1OlQqt27dB87VpDuWM1x9HUoHpRUpKAWrXextHb4oQpwC0AWy5vAQDczL2JBu4NDHW9gnvh2SDTYFsAeLHhi/j22W/RyKuRoWx77HbUmVcHmUWZKFIXwdfJF2kT03B0yFFMfnIy8kvz4fejHyYe4oncy41evg9nCfw0IAzvdVqAkx9YTuq2/b1YvN/rOtq0DkPDhr+gQYMZ0Fl5oZYdEJe/FytXjcJ0jlOGk7IUV0tDQK5vG+Z90v8gKZp4AO0VvBpmbc2Tl876CeeIEdwmK2urob1CoYCdnT9Cgr5At/pP4+J4NfzqfIzNr2+5hyvweOCxItMeHh7lfq4KoqOBJk3YYGQOVhYCVW7fZkX2FStWYNo0uWWoRB+5/9VXX9VI5D0myMpiy+PWrWxNXrOGZYBjYu6uP50O6N0bGCgmm8LRo8CwYUB5CTS1Wrn/dmVw6hSwa1eNpN/9RmEhIJ3Xt2jBZFq2CqtXG1KpEmFv38CkD0sJU6QQtJjr1ZtYQcv7CyU5QOMI6JS8HF8ZMl1ammpYsRPJdCJycg4jP/+0xf2SkxciOflnk3JFP9GH02HCBL7RjeBSE7/yr4VWW4zS0ltwdAxBfff6aODeADEfxaBN7TYGX+bE3ETUd6uPDa9twKpXVsHe2h79Qvqhb6O+ODH0hNl+2/i1wej2o3F59GVD2bHEY1gWvQzpRelwt3dHjwY9MKXbFJN9Pezvnk+Uh54NemJc53GwtrK84uHj5INAj0DY2vqgTp1RaNDgSzRo8icAICcvHN5NU+HgBKToxYFI6Q6dfTsIt7jUo8neHli+fAwAdg0RwjaGD+cyIaO0gOBg8yTo5s2bUCqUWNRnEZ7wvH9eAI8KHisyLWhNC7gXy/SKFfyakmK5zaxZs0zKBGF0ZzOZzAolwUZz5sy567HV4N+DX3+V3yPCKvKFC6Zti4uBjz4q/54KCZHHpEmVz556Crh61fx+333HCdz0c7lKoVs3oF8/YPHiyu9jDmYEbR5JqNXAzZvA2LE8ITKHqkw8Zs9mS3RSktwro9dTHDchs0y7uoKIUFqaCHt7U5JnZVW+v6ZGU4jwcF6Zs7cPrvwg7wOsyQFaR0Cn5GDBvLyT0GgsZ2ErLLyAv//2R2oq/+mWllq+iZ94YgEAwMrKCS1bcvBWfPwYlJYa/agkPxzHY8cAffIu+IpyY04t7k6RoQb3HyoV6yY7OAQhvTAdTbyboHmt5rBR2iAmIwaKrxVILUxFoEcg3mz+Jj5ow4F1DjYO2DV4F7oFmE/FY6u0xZKXlqCJTxNsHcQW19c3vw4AqOMirlR4OHhg08BNaF27NXwcfbD+1fVQWlU+ydCDgK9bc2h0gLr0NrTqNGSXAVE5XGdtZY0uQYMw6E12eGrWTNxv794f8MEHrN29ahVQVsb/G+7uPFlwdnbGkCFvoFYtezzxxELUq/eJybF37dqFwMBA7Nmz5z6e4aOFx4pMBwfLHyL3QqZP640hixdbJgtTp06FTqeDRqPBPr0GqZubIF9lSqaliWPmzJlT4zv9CEKrZXWGyEjgjD63hVSdTPCPNefn/MsvwNKlwE8/me+7tBQwliH/6CO2JAg5I3791XS/uDiRK0yebFpfEcaNqzohJmJt7fR0wMMDhiXGRxVE7GkRGAgsWQL89Rdnw5birbdYeliQG66ov88+A3r0YFegkSO571atgIgNGwCYkmmNJhdabaFZnWdzZJqIcPPmDKhUSSguvmIo9/AwlcJ7kFDqHKBxEsm0Wp2F2NghFtsXF3OgYXb2Aeh0GuTnn4KX18sICPgcXbqIqbvd3Lqhbt1x6NmT0L17ITw9e6FOHc4emZt73GzfAOAwaRJHftraymayivJk8GrwUFFayq4HZfBAbFYsfJ15EvRxx49l7Ya1HWayb2XRL0SuQBE3Nk72+fVmr+PcyHPImJSBwS3+feotTrYuyNcAdSgMmrJkZJSKZNrOSgtH+zr4dmYp1Go12rUTYwU6dRoLpST76MSJ7B4m5ScODh4AXFG37v+ZPfbKley3np6eXs1n9ejisf43sbOzq7iRGeh0cgtgp04sYWqUfwUA+xAplUr07t0bffr0QZ6eRQ0e7IITRitNGzZsMKQ3Lyoqqkkv/ojh22+Z2L7/PvtFC1bo/fvFNkJuoGvXgHXr5JZMYRLvJQkcv3MHEARehGDGpUvZBWPmTGDOHM7rceQI8PrrwIIFTJ6laNNGJO8bNgCVua20Rgpjf/xRtUDHo0c562OnTkB+Pme3VigAlaryffybkJUl/6769+cl0AMH+HNZGV/brCzgxRd5FWDECE5+Z3wtAVPL9ksvcQxGWFghlhw9CgBwAkSpNTc3g4qFtbWpyoSTk2hFjY0dioSET1BQEImbN6fj9OkAaDR8EwUGfgel0tFk/wcJY8s0AGRlbUdZmXnpG4XCWt9mGzSabOh0Knh4PI+goG9hZ+cPDw++RgEBpkvvwcFzoVBYo6jookkdwP6fjrNnc6bI3bsBKyucPHkSCxYsuNfTrME9oKys/EB8wTLd/reXUKQuQtd6rPPWvX53zHt+HrwcvKD5UoPazpZlHyuC0kqJC6PEJUQnW6e77uthwVMvKlNLeRtFOmdcLvLA/KtAhvXzAJifWFtbo23bZYZ9hMRF69atAwADZxENgZxZ0Tj9+JIlS7BsGfdzUu9zaGNjgxowHjsyHR4ejrFjx2LxPaxdJyUxgRmiN6ZERTHBXr6ck15ZgqdMaskZ3btzci0B9evXx4QJEzBp0iQA+Nf6TefnV46Q/ZeQk8PEydhaCQBt24rvra15hfmnn4B33gFGjQIuXmSiGRbGbXbvBjZv5vvL25stuwoFULcu1zdtCjz5JB9PGpG9cCFbrxs35gzHAoyS6KEy6otZRqpi778PfPyx2aZmIWSxTkyUlz+qCT4tjbt3b+DwYUCvemlYeUhLY1ewb78FxowBPviA3UMWLgReeQW4ojcUv/8+f/8uLmwYLSjg9OFvAPCsXx/YsYMb2NtDp+OZiDkrtKNjI0MGuLS033H79gKcPdvJUJ+bexQA4Ora2WRfKYgIZ26fKZfInL59Gr+f/92k/ELaBSi+Vpitk0KwTGutNXB2Fl3vwsN9DbJ2AnS6MiQmiu5yt26xlJ+1teifWq8en7e5c7OysoWjYxMUFprxqwIwduxYftOsGdCrFwCga9euGDduXLnnUAMRt27Nxa1bc6utv5ycvxAeXgupqSsttikujoNap0BWKRDiFSKzQH/S5RNkTc6qFreLlr53oejyL4VKGYhuAd2xKxX4547cVcrXlyXthLwXAPDaa3LlkIrI9NixYzFq1ChcuHABOTlsAv+3cpiHgceOTHfp0gWLFy8W/0TvAu++y69Dh7KkjBRt27JF8p13TEmMl9TkqHfzCA1lK9W8eYA+wzlefPFFANVzI2ZlAZ9+atnHs7IQnq1pabw03bw5WxmJOLjumWcqR9IeV+zda7584ECDEIMB0rjX5cuZXElx9CgwaBAHKxpj5Ej2jTYHPz9xcvb88+xiAQBBQfJ2K1bw5C87my2s69axFVU6ERSCFdevF8cnXY3ZtMlyQGNuLt9zUghW9xs3zO/zb4dApq9cYZeZ997jCZGrK3OwUaO4/tAhtlIvEiVwsWwZ8Ntv7B4yfjzw55/iqsWYMZz1W4CgM/86wHJ29vaGBlot/6FY8o92dGwk+6xQiFrHQtBeRVbpbVe2ofOqzlgXs85imy6rumDozqEm5a2XseO3uToprL0DoKoDFHvkwdGxKdq0OSUZp/whn5NzCIWF0fqxO+P2bQ52srERf0Sens+jZ08yKJoYw9m5FbKz9xrcRQDAQZ+QpbqTdf2XQERITf0V169PwvXrk5CXd1pWB3CgYGzsUGRlmQZ4mkNW1i5cvMiKV5mZW2V1RISrV8fi2rVJuH17PtLVztABWNznHoM6KsCFURcQNTyq4ob/QuQ4izzH1r4xxnbkzyUaOTmxs7PDwYMHcerUKVmZFObItEajwYgRI5CQkGDgN2+99ZahXUREBM6fP4/u3bvjXHmWxv8AHjsyfa+YPBkG94z27Xl5/a23+EEp4MwZJijh4fJ9pWT6q6884eUFODkBU6ZwOuH27XlZX1hmqQ4yPWECMH8+P/T79BEtaFXB228Dzz7LxPmFF0Sro4MDy6oOHMhW1XsQR3nksWMHXw9jfP+9aZmxvPmdO+J7qbTt/v38/Qlo2pQtm+VhxAixj927WTXk+nUmcfqMyVi9Gpg1i10vdu7kid+KFTwRFNoIRLlePW4zZAi7pmi17O7xxhuANAQhJ4dXaEaPlt8HL7zAyjfduvH1kVrMHyUkJPAqQGAgfyerVzMR/pMD5hGpT24QFMTuHwMHcizbggXAsWM8cREgeG4Aphmn8/RZftwBub8PUK5lmsvFZeiuXXPQtu1puLiwdTo9fbW+jeXkCUSE2CyWGbuQZt6SK0VRWVGFbcxB6S0GUBYVXYKb25No2pS1b0+frm9w99BqVYiJYbmxtm1PyxLGSC3TFcHePhAAcPasaLmeM2cOJk2ahFcFzcoaVBkpKb8gLu5Dw+dLl16BWp2NqKi2OHbMCpcvv438/L+RlvY7Ll3qh8zM7Wb7KS1NQ2zsB8jPj8SlS/1ApIaraxfk5BxAYuJ3AICCgmhERbVGSsoSJCXNBaDDuRzg3Zbvoldwr/t6ni19W6Kdf7v7eoz7hQHtxYmGt1tbPBP4DL55+hvMe8FUgaNXr15GBj/g/PnzaNCgAaysrGQ+09bW1lCr1Thz5gxWrFiBDz/80CCqcPmyqITy22+/4fr16zhh7NP6H0QNmQYvnQskZc4cJpYaDRPhFi2YOI8ebWqpO3uW286YwZ+lSWJatfLB8OFMUH7WKzcRMREXyHRRURHy8vKgNed0WUlI+fj+/cZWMCaB5WH1arZOhoWxBfqieddDA65ckX+eMIENbFJoNHJy8SijuJgJ0ZYtbK2sX5+JZteuvNoQbEY44QejpHNSdQ7Bul+vHpMuQf9z8GB2ramMm/+xY/yamSm+f/ttdkFYuZJdCr780nygY4cObEkV7snaepfD7t15laNzZ7Z6C+f+/vvs5vDxx7zvL7+IfZ04wfdc27Y8mevQgS34lrTZ/82IjwcCAkyvf/fu/H0DbEQWnjd+fvx/MG4ct/Hw4M8pKexbLcDYMJqr/xNxA+R6VaiYTDs5NYNS6YZmzbbDxsYdLi5t0KLFTlkbpdK8tvS++H2wmmGFL8K+ACAmqSgPqYWpFbYxB6mMX9267Dvk6Snq78fHswRXbm6YoczVtRP8/ESLd1XIdO3a7I9nayuqMXh6emL27Nk1Pp0AdLpSJCRMrHImyqws8d5q2nQT1OpMnDrlhcJCtkBmZKzHhQtCBj8r3Lo1C/n5Z0z6uXPnT6Sl/YazZzsayoT74caNz3Ht2iQkJ/+CoqKLsLcPhL//GPjWmYx5cQVo7N24imf730V9z7awUlhhWvdplfYlb9WqFW7cuAGtVisLSrSxsYFGo4FKHwSjVCoN742RnMyrYnX+47rt/1kyvXy5aAWMimLLnaAN/NtvHHBoDF9fJsTx8WxU2rSJo/4FJYM+fcQMSYGBwIAB4r79+/NrTAzg5MQWpqysLLi7u+Pzzz9HWVlZldU95s1jkjfEQqD84ME8BsG9xBgXL8pdN4ZJAqMF0rBuHS/d638vmD5d7K+wkMfw6qscNCdg8mS+Plu2PNoaxoILjSBz178/X4v//Y81nz8xVQwCwEF569bxioYxXmcVJsycya/dOWEXnn668uNyd2e/7MxMds1wcQHa6Q0rH34oum1otXwv//yzGBiYmMguC7t28X6CDqkgnRQVBUREiMdavZrdHNYZeQW8/jpbo6WYMoUnj9I4gUcF8fFAo0bm6+bPZ5m7ilxYfH2ZZHt48L1hRjkTuXpndfcvvwSM5DMrItMuLm3QrVsOfHz6G8qUShdZGxsbH+PdAAAvrn9R9rkyZFrIDmcOZVrLMyalkv883N2fhp8fWzatrV3Qrh3/cWRmbkFBwVlkZ3N0Z/Pm7CKgUCjh6NhE375iXW0BDg7BUChsUFxcE+hhDuxj/yOSkn6s9D5lZRnIyWHpwVq13oaPz0DUqiUqWvj6vmt436DBDAQHz0ZBQRTOnu2M3Fy5lVKlui773KrVYUPaeQBISpqLtLRV8PTsjQ4d/kGjRj8hUcF/iF3qdqn8if5HobYORonWGk8GdK22Pq2trUFEhtVzOzs7Q54MAcOHD4e1tTWSk5NhY2NjkoH6v4b/BJlWqdhCKxiAd+1i39Tx49nXWB9cb0C9euX398QTTH6iJG5Wu3dzkpiePacA+AXBwaz4ICg9dO7MFrwtW0TJvqP6A//+++9o0aIFnn3WfPYmSxBiLKXWQoAJ7ldficdu187U35mIZbrGjwe+/prbCmoOCxbweyImhA0aAP7+3H7zZu5vyRK5Ffujj7jNwoVMPgAmXFZWnMnvUUN8PFCnjpwYPv20PCCwPLz1lqjmQcSuGBERbLXOyxMnQE88wd/NsCoqPNWqBWRkMJlu1Eg+LmmioXfe4e/Gzg44eFDex/r17LIA8L26ZQv7YWdliVJ8UuzZw6sOf/3FJNsYffqwTraggPFvx6lTrGIyciQrpFgi035+wKRJohW/Mpg3D5g61bQ8T79k4+bnZ1Kn0/GDK7e0GHkq89IqCqMb0NhHWqk0r0jg5SBf3k3MS0Sxunw3s3e3v2uxrtcflpfehTEQyQOYnJzENGzp6WuRlbUDnp694e3d11DesuU+BAX9AFtb/3LHZgwiTjkqZIGsgYjsbH4QJCeX70OWnx+FlJSV0OnUSE7mZa169SaiSZPVUCgUaNJkHTp3TsKTT2agYUN++Hh69kaDBl+iXr0JaNiQ97l8+Q2kpKxEREQz5OdHorDwPGxsfODm9hTq1ZsMd/dnoLZtqu8rEzY23lAq3VC//hdQKtlNKTGXI5trkoFUjGefjMULTxdXqxqJEGuQrf+/srGxgUqlgq0tx2m8/fbbqFu3LjQaDW7dugV/f3+Liez+MyCiatscHR3pYUGjIRo/nujiRdO6adOY0sydS6RSEfXoIVAcomPHiF55wfIeYAAAIABJREFUhahJE6Jdu4jOn6/c8UaPFvsw3nx95W0PHiRSq4l+/JHru3XTkkKhIHd3dwJAtWvXJgAEgHQ6XaWOn5PDfT3/PH9u1878WBwc+LV3b/n+cXFc3r49UWIilwn7HDpk/pipqUTNmpkeo08f07IhQ8T3ISGVu6b/Jvzwg/x8pkyx0FCnIxozhqhTJ74JHxBatSLq148oMJBo8GDTemHcxsjKImrZkujVV4lKS8s/RkwM0ZUrYl/Z2RWP64MPiGxt+bL8m3DqFJ+PgO++M71nf/nl/o9j5pgxBIBKN2yQlSclLaD4+E8pLAzk+x3I/0d/em/7e/Taxtcq7DMsDBQWBrp48RWz9aWaUkIoTLYZR2eYtFVr1bI2UhjvX1xWbPZ4qalrKCwMdO5cT5O6kpJbFBam0I/ZirKzD1d4fpVBYuIPFBYGKiqKr5b+HhRUqmSKju5CxcUJ1d53bOwwSk5eThERLQz3SHmIju5CYWGgM2eaUVgYKDKyTbnti4riSK3Ok5Xdvv2T4VjS7Z9/3jK0SStII4SCJh+cbLHvNza/QZ4/eJJaq67EmdaguvHss88SAAoKCjJwE+k2Y8YMmj17tuFzkyZNHtpYARRRNfLYu90em6lEQgJbVI2Nu0TAxo38fuJE9ns8dkz0C+3Rgy3V7doBffuy9bUyEJbrzeGzz+Sfe/Vi30lBEeDkSSvY2robIvuLisRAn5s3b1bq+ELugXfe4dfwcKCoSB78BLD1snt3tjxLE3MIvrZ//MG+ogD7jiclAc89B7OoXZsDHGNjxbK+fc0nCpk1SwxYi4sznxHw3wypnzMAGKkIibh6lc30Z86YRqTeRzg5cWDjzZvmLao3bohJZaTw8uLvYutWlmorD82bswzfxo28slOZANTgYPaZNqfJ/rAQF8c+7nplNKSny63G7u6sA92vn/n9qxN5ublwBGDrIrpn6HRqJCSMNyhZ5KnZxWLNhTXYemWrhZ5MIUjIGWP8/vEAgIaeDQEA03tMh7WVNbJLxMCGa9nXMHbvWKQWyP2kC8vEH0J7//ayuu9Ofmf2eAqFjf7VVEnD3r4ebG3ZKt+w4SJ4eFRtNc4SXFzYH1elulkt/T0o3Lr1HfLz/0ZGxqZq7bek5AZSU1fi6tURhnTudnZ1zbYl0iE5+Rfk5/8NR8fG0Gp5VcTDo/zAP0fHRibuOEJALAA0bCgumTZqJPoBHkvkh8/iCFOVjsKyQqw6uwob/9mINrXblJtiuwb3D5n6SPXr1+UuOhMnTkTjxo3x4YcfGhRzAOCKcTDVfxCPDZkWXA4EtQKAl6sjIphof/wx+zEL6NGDdXwF/J/5RD8W0bMnk9OtWzkILz6eSWiLFpZ9aaWpoYnE4KMCia5dVFT5Ej06HU8KBB9XQZvY1pb737qVg8aiotj1xNmZNYsBlvoTcOIEuwpIZCdhayv2Vx5CQviahoczGe/Rg6/tkCF8jLQ0dvlo145dSOztxfTsjwqMdbbNrMozJFJD+N//7tt4jOHkxBMbIlP1EIBdczp2NC2/GwwaVHmiKQTwrVjBrifGwZgPGjqdSKLT0oCXX+ZYAoB1of/4g5VKdu8u5zuuRuTm5nLwob3oF63RiC4dSqUHVHeZnl0gqcb44+IfAIA2fm2Q+1kupveYDi8HL5l81rvb38WSyCXYEcsRy282fxMAsPHSRkMbfxd/BLqLf6Izj89EUp5pUJuVlRD0Z14HuGHDn9Co0XLUqTOm8idXARwceFwq1aOlzShkbrSxEf1Nie4+IF1ARob4vQkJfTSafLNtr12bjPj40QCABg1mokuXJHTocAlBQWac/iuAszNHwDs5tYKv71vw9X0PbdtGwtqaJ49zw+fijS0c0VuiKcEXf30BrU6LozePYsDGAXD5zgXD/mSft2cDq2eiVYOqo2tX8/7XzzzzDK5cuQJ/f38Zma5dFR+4xxSPDZkWlFmEAPnERCaGgt7rqFHA77+L7V95hVU4Nm1iKbgOHap+TIWCg+/mzmVCc+BAxRbY1FR+iJeVmTfzTZs2s9z9ly4FfpTEkUgThgBMsn77jYnsSy9x2fDh/LpmjRiIdu0aE/LK+gAbIzgY6NIFcHPjPq5f5+v7668ciCXA25ut1xs3Amr13R3rQYMI2LaN31+4wFZei4HKUVFiINnPP8t18O4jnJ3lyiB3hXPnqj07j7EaxpQpplb+e0FubtXUQuLieLVFwJ49rFzTvTv7NQsrO/cV06cb/ohyMzNZFk8iYC9kPgSAMpdBd30YOzvTNOQAUM+Vb5Afn/8RbvZuUCgUcLBxkPlMX73DIuNLIlkD9OkGHAAmEBuAgxZrOdXCnrf2oE1tTsYyZq8pIRYt0+YfLz4+A+DvP7xK51YRWMlD+chZpsvKWN1Frc5EVtYuxMUNR2Rkc+TnR95Tv9nZ+2Ft7Ql//1Hw9h4AX9/3oNXm4+bNr6HTaZCTE4YrV95DYeEFJCcvhpNTC7RosRc+PrwE5+TUDApF1ZOiWFnZoW3bCLRqdRjW1q5o0mQ1XF15RaNYXYxJhzhh2UftPwIAfHviW1jPtMagzYMME7mJXSbizuQ7mPqUmaCDGjwQzJs3D8F6qapatWoZyqWKHUK+DOM2/1U8NmRacD3IzuaH5OHD7LYwdCjw3XdAkyb8AFWp2JjYvDmTwNdft+DaodVWWePLyqpiclq7tqDyIVim5YFB8fExCA3VYcoUuVuGgFWrxPdKJZPZihAUJBpNp03jU7t9uxyCWM0YOJBXCf5tmu5qNSfVMV4M2CRZcW3Zkq28FnHnjvxCBgXJpU3uEyReAnf/PbZtyz+EaszGY07ar3dv07K7hYcH/5Yrmpht3syKPYL0YGwsSzhOn87ygUePisGX9x0zZrDPzYwZyEtPh5tCwSehh9Qyfa3QTIrNCtCixV4EBX0PpdJUBeTYzWO4knUFYzuMRV1XcdnJ0cbRYJku1ZTiTglPAoXXIa1MJYLyS/PhZu+GFxu+iC2DtgBAuRJcd0PG7hZWVtZwcmqCgoKIihv/iyAEad64MQ2XLvVDaupKFBfH4uzZjsjI2FzuvmVlmbh69SOo1XId0tLSNOTlHYO39yto1OgXNG++DbVr87LkzZuhOH7cBhcuPIP09D8QFdUaRGVo1mwLvLz6mAS43g1cXTvA1la0tEcmR8J3ri+WRy8HANRxqYNuAXIpoMxicUl5Srcp8HSQy0bW4MHC3t4ejfT+gxl6bXxATqb9/PxQUlKCAQMGYP369Q98jP82PBZk+vRpThYh+HROmMCE2taWH5xTpogk185OdHsoF0Ku5zzzUfXl4uRJNttaMFOz5VZ4kjc3qf/66zT88AOT5f795frWycmsFNG6tajWURk01st1zpvH/tu3blXOpaM6IGgxd+rEl2XAALm1cskSdgd50Bg6lI/77bdiWXExu+nUr8/WdrMICGA/H42GmbePD3/X+/axn8/YsTyTu4+Quuf4vdzu3sy/xukM7wGCYk63bqKcYkxM+fPSrKyKk71ERIhSltevsy9+eW0HDZL7bYeE8G8pNJTlA6uBM1Qd06cjNzER7q6uMiYvtUzHZd8y2W1n7E6TMim8vPogIOAzs3U9V/cEADjYyJO5OFiLlum4O2LmwKxilu6zs7ZDxzod4Wgj+qblqfLgasc+skEeQQj2CEaR2jSxi+im8ODINAA4ODRCTs5h6HT397dXXSAi2XcvJJ9p0WIP7O2DkZLCUkIq1W3odGr9PloUFl4AEeHKlXeQkrIUkZEtUVbGZLSk5DqysnhZzcfnDUPfHh494eAg+dMA4OXFCXPs7OqbZNesToQnhSOjKAOfHPgEDtYOOPb+MbzW5DUsfWkprowRfW2PvX8MxZ8Xw8vRfKbLGjxYJCYmmpR5Gmnj29vbY9u2bWgm+J3+h1EpMq1QKDwVCkUvhULxrxQS3MJGEplf7uXL/AC/a7WWdetYN0+agaEyIOJ80KdPsw+IGbCPq6DzKiXTQgaQLEPJzp1igg2tln3Cg4LYyisECmq1WhAR8vPzkZOTY/aYjRuzEVIKqTuGxXPp3Zv9RDaXbyUpD4KWMcCXZccOtqwOG8a+qmPHMskRgiLvN3Jz2a1H0E6W+tlfvsyuON9/L/exB8ATq+XL2W/g2DGREPXvzybs3r05bZ5WK4qWVyckot3S5DxOcWfZd0HQ4qsMpPfJxo3ml0HuAoKXS7du7Df/+edAfj67H+004oRFRUxqfXw4INjMfzcA1jXv1IllHIWgyZUrecg3bvAEKDGRgysVCm4rhTRg9qFAIsidB8Dd3x8aTSFUKibOUsv0pSxTn9/+G/sjp8T879occkpyEJ0SjW+OfwN7a7ZWj2wnjwh1s3fD3vi9aLi4ocVsiB39O6JYXQyX71wQlxWHvNI8uNmJS2Hejt7ILMo02U8g0w/SMs3H42C1vLxTFbT8d0CrLQSRBrVrv48mTdaic+fr6No1G15eL8LHZyByc4/gzp29OH26Ho4ft8WNG1/hzJkQREW1xrFjVgYd6LKyZISH18LJk944cyYY8fFjYG8fDE9PeTR669ZH8cQTC+Hu/izq1/8CLVr8iSefTEe7dvfmUmIJN3L4Xr6Wc81QtqLvCgR7BsPO2g4j249EY+/GuDjqIua/MB9d63U1mfTV4OFhqWSF9Wl9IoTqWLl4XFEh1VQoFB4AdgPoCCBMoVCYzwrwkJCeLvoQ9+rFD+17AhFblgWkpfHT+MIFJlJCG0vIlwR5XL/OlsuyMja/6WFnB3Ttyhaen34SH7T9+y/Sv6bj+HGxG8ElNzubCYSUBBMRHBwcYGVlBTc3N/Ts2dPssOzsmN8dP86ca8UK4F1zMrLh4RylNXIkj/nAAWYugwYBb75p+bwFHD7MTHX8ePYteecdeK/8Hrt38wqB1C1l1Sr2p65Th7+3p5/mtM2SS1WtEL62PXtE147evdntZ/9+rhfEVCSr8Iz8fJZ9MCdT8fHH4nsh+8rixcAHH7D1WjqAlJTKE16tlr+sAwd4RuLhYRBxlqYlB8BBAO+8w7PHBQvkdUIkqjQd5q5d4vviYuDvvys3pgogkGkha63g06/R8LCmTuWViCNHTJMJSX92UsyUhBEsXSoGFCqVPLHs3p2vh5B1s0kT9pUm4t9LSIhpnw8Ed+7wiRcWAi+8AAKQBsD7mWdw7donOH26PkpKrssCw/7Jug4FTB9YY/eNrfRhWy9rjfYr2uPLsC+h0qgw8+mZCPaUp+qs48LLtQnZCRh/YLysrmMdjlwVdGsLywrRdnlbpBSkmJBpwZItB0/MLPlM3y8IaibXrk2CRlONjvrVgLKydJSVpSMvLxwREc1w7lwPnDv3FABObuPr+zYAwMaGl1dr1WKrckzMS4Y+EhNnwsbGG7a2omtNkyZiNiWNhn989vbBaNJkjQnxsbOrjbp1/w+tWx9GYCD/qGxta8HW9t4e6USEbVe2YX+CuFS67co2BC0KwpKIJVgcsRg+jj6IGxuHt1u+bbJ/C98WGN95PJRWD3byVYPy0bSpqAt/8OBBixkQa6BHRdp5AHoA6Kx/PxfAC5baPiydaUEnVqslSkkhWrmS6M03iTIy7qKzSZO4Mysry0LSANGHHxIlJRF9+ilRbKy4f3y8aduRI/l1+XKDFnF8fDxNnTqVVCqVQasxKSnJ8P7EiROUklJMwAR67rl8WrWKaOxY7mbjRvFwOTk5JhqQVUZ2NlFZGb93czMd/yuviO8zMy33k5lp+XqtX09ErD9886a8qkEDop9/lpdVt07xsGHi1zZ9Or8/f54oIEA+DuF9To5RB/Pnmz+vTp3k7XQ6Ig8PeZv9+4meeILI05M/HzhQuUGPG2f+mHv3km7/ARrUM5324QXzbfr2JRo6lF+N6158UXy/aRO/Pv20/D6+SyQmEnXpIv72MjIs3xK+vvwqnObbb5vvs0MHcZ9bt/gSt27Nn2vXlp/y8eP3fArVB2FgVlZEQ4dS2oIFBIAWLlxI5849Q2FhoISEyTJtXtdvQMujlptoOvvM9qn8YY32PXzNVMv5tY2vmdWeRijoTvEdIiKaeWymSV1oWKihj/d3vE9159WlbZe30RdHvqCdsTtJp9NRWtp6CgsDXbr0xr1fwyqguDjBcB0TEj57oMcuD8XF181qLwubJY3pv/9uIDmfSZSevpF0Oh3pdDq6dWse5eWdMbTNzNxJJ0/WopKSmw/qtIiIKLs4mxr/1Nhwf/xw8gciIuq7vq/svvnuxHcPdFw1uHcUFhbePad4gEA5OtMA3ADsA3AQwHYAtgBuATiq31ro230NIBLAEsm+JmXlbRU2kHTcHcBxAK6W2jwsMu3lpT+Te4FWSzRhgvgAnDePSKksn1AvWMCvJ08SFRcTLVpEtHs3l02dan4fM5khrly5QmvXriWdTme4ebt3704LFy7Uf/7c8EwODCRKkPz3Hjl8+O7J9ODB4rjs7YmSk03HO20as5ezZ/lz27ZEP/1EtG0bv27cyIzp3LnyrxVAdP264dBqNROjWrU40U5Jibzp33/fy5cpx969pkOpVYvrDh82rTPozxcV8SAHDOAKa2t+7diRKDqaM5oUFZkesHPn8q/Dd5V4sKhUFd9/zz8vvu/WjWjfPqIVK4h69jRtu3OnyEClW26umImnbVue7MXGEj3zDNHMmZZnNRcuEA0axOO8davchDXZ2Zw0RXrYDh2IXnuNaOtWbvP++1y+b59838hILh81iig/XywvKxM/p6URLV3K99A9IT6e6PffuTNz533oENH//le5mV5hofyEFy2i48ePEwDav38/xcS8RmFhoLi4MXTz5iwDabL+GrQhZgP129BPRkaUXysrndDJmADnq/JN2gzaPIgQClKEKkzaC5gXPs+kbv7f8w31Ew9MJLuZdrL6U7dOUX5+NIWFgZKTl1VqvNWFsrIsw3W8fHnIAz12ecjK2mdCoC9dep1OnapNBQUXLO5XXHyN8vLOUFHR1Qc4WqMxWEjMIyDsRhghFNRwUUNZMiCrr63I4RsHQiio26/dHtBoa1CdUKvVjwOZHg2gl/79LwC+AvCDUZt2AI4AUACYDuA5c2WWjmHop6IG+oMpACwBsBOAg1HdCABRAKJsbW0fxLUzQUoK0enT99iJNOXdyZP8wCwuFsu+/FJMpShsgllz4UK2UAOiVTI3l2jZMrFt06ZMjho1KvdhLCXF33//vf79BAKYgMoQEUGLjYg0ACYFFUFIoSjdHB3F923b8jURxqrVlk/sunYV3y9Zwun1Ll1iU6VwbSrxo8zPZwPuiy9WfAqVxVNPETk5Malu0oSH8eyz8mO+9RYbny9e1PNCIUWkdFu/nuijj+SzGXPYuLH8a/Xss0R//sksU6XiVIYA0bp1PABp29BQooYNiebMYQL7669iXf36/BoVZTqGpUu5bv583oeI6MYNojZtxP3T07m8tJSPY2m8X33F6S83bRIZ7LPPcp0woazEBGHHDqLNmznrqPFPYOdO8XDbtnG99BZdu7bC7u8NKpX8nE+elNfrdEQ2NlzXq1fFVnzJCtUBgHzc3Wnu3LkEgK5fv26wTMfGDqeEhM8MJAuhoJ2xO6lEXULTw6bLiGp2cSVSUJJIplv+0lJGfqVIykuiEbtG0M8RPxNCQd1/604vrXuJuv/W3dBmWdQyEzL969lfDfU/nPzBpH707tFExJkOK0v+qxORkW0M11JquTWHsrJsKilJpGvXplBm5g7S6XhCWFR0lbRaVbWMR63Oo5iYVyksDJSYOIcuXRpEKlUyEdEDuz5Xs67SudRzVd5v7YW1hFDQy+tfpmVRywzZCK9nX6d3tr1DWUVZ1GhxI0IoKOFOAsWkx5DfXD9CKMjtOze6nn2d3tv+HiXmJlb3KdXgAeERIdOlAgfVbyPIPI/dAuBzAP8AiACwCoA1gE8BjNa36ay3SJuUmetT1n9FDYwGMxPAG5bqH2Y68XtCaiqRnR1fjuBged3u3USff84PU52OaOJEJhdSd4jWreX+AsLNl58vrlH/+quYw/iHHywOxdXV1YQc16o1kf7800zj3r1phhkyrQVE1gjwpMAYw4ezpVUgukKuc4Bo8WIzzJ2Izpxh1jN2LJGzsynpsrExf6z8fFMyXVBg8Rp8/jk3zTcyqGm1PD/57TdODR0ZycMUPFTMoaiI5wiCC0FREfMgcwZlGb7/3vT8qpIu/Msvxf2OHxfvr+7d5X16e8s/C/nfhe3IEdO+S0u5ztWVXy9frvy4iPgCGF+0jAy2bo8cyRZpY/eQp54qf4IAVG4SZwFlZSJXBTgdfadO/L53b/O3Y7XixAnT81m9WqxPTTWtb9WKaMQIrisqks8Qtm0ztHvWyooAkLe3N1lbW1NOTpSB8F258j6FhwfIyPSha4eIiOh86nkZUY1KNjNpMkJGYQYpv1bS1MNTK3XahaWFFLggkHbG7jSpW3R6kQlZ3vzPZkN9aFioWTeRPFWeSV8PCjqdxnAt4+PHW2wntWILW1raekpImExhYaCoqE4UHl6XEhMt/1dXBJUqVda/Tqc1aZOnyqPRu0dTemH6XR+nPFxMu2j4XsJuhFVp31F/jjL5bn3n+JqUjdkzxrDPpkubCKGgLiu7VPOZ1OBhAAB17dr1YQ+jXJRnmRY2AF30luYOAPz0ZWsAvALgSwD99GWNACw1V1bRMSoTgPiZQqF4T//RHUD1idI+THz3HaeII+KItNJSljYzjop66SXWTlMoeJszh/XUpNpc58+z1pwAISDNxYV1um7e5LSEEyZw+WefcQYVMwg0kZAAhgxR4OWXjQpLSnAgLAxf6T/Ok1YBgDS9p3RsqalAw4YcgThoEEdvErE82vLlLDUyfDjr5xmjY0cOdFu8mJVONBqOIszN5Uwxhw8DDmaisV1cxODFNWv4OhpLi0ggJNB56ilOAiNg82aO/xs6lNUsOnRgQQ3jxDVS7NjB8XVCn46OHJAmzUZpFpKslAYoqxAgM2MGB6+eO8cnsns3a7sJ34u1NUc/Gkdbtm3L6Tz//JNlKYSsQ1LY2gLt24vBrkKEamUREmIqsuzjw5mPli7l1KC7dnFEn6AfKmRFKg8tW8ozpFQBNjYcpyvooa9eLaZD//xz87djlbBvH0vJWMLRo/x69apYNmQIB52uWCHKXE6aJEbRCkHJfn4cQTtgAOtWWlmJSj65uTiiV0rJysqCVqtFUZGohVxWloHSUv59rsh+CwAMcnTOtvLvNSE7ocLT3H11N7SkxetNX6+wLcBBhtfHXccrIa+Y1JVqTSXmlBKFDj8XMePi0NZD8XFH/t+bdmRapY59P6BQKNG1azasrOyh01kOmIqN/dCkLCHhEyQlzQYAFBScQWnpbVy//hkKCs6iqOgyCgqioVJVfH8TEYqKruDmzVBDWd26n5oNyJxyeAp+jvoZq86uwhd/fYFtV7YhrTDNpF1V8VXYV1B8rUDLpWKk8qZ/yk9ZnlWcZbjHiAj7r3FA4dKXluLlRvwASi9KBwC082sHW6UtXgl5BYv7iGnBnw9+Hn0b9cXSl++/1n4N7j9u3bqFgwcPPuxh3BMUCoUngMUAPgBwkYhS9VVRABoCKAQgEBdnsDCHubLyUQlG7wHgENhf+mcACkttH7pl+s4d846TiYlsTRXqbtwQrUspKUSvvkpUt27Vot6krguChfDZZyvuQ9jn6ae57aefsu9xTAxRVhYlJCTQiDffpND/+z+DpXnSpEnyPtRqovnz6Wt9/XvvvUcUGUmrp0whABRubEE7eJAtZ0VFoquKUslW5kpi9OjRtHz5ckpLS6Moc24FZqDT6ahIMAEbRx0C7HLg7c3jk8A4hjM7W4zhBEQjr/E2YQLRX39xH8XF7NY8frx5K3eFMO78ajX5LQruESr9MnJ4OLtilJYSXbtW+X6EiEqgfNP8vUK6qhATw647ixezK09iIltmz5wR3VPmzr3nQwoLOMKWeK+rxNLfuxQlJfxbUqnYLz4khMtffdWy9V0IwBUCNwGid9/lyFYz7aVxEMJ2+/YvBmtldHQXmVUaoTAsyavUKur5e0/acWUHIRQ091TF17b23NqEUJDWjBW0qigqK6I5p+aQ8yxnw9i2Xd5mqNfqtLT6/Gq6lH7JUNbt127U47ceRET0d9Lf9PHejx+Ku0d4eABdufK+xfrTpxsZrvvp00/I3EMuX36HwsJgcM+QbpGRrWX9qFSpdOyYE0VHd6bo6CdJoymia9emyFYeVKpUi+MIXhhs1rrvM9uH9sXvs7ifgIQ7osvZ9WyOSYlMjpT1dejaIbL/xp4CFwSW25cQNPh/e/+PRv45khAKGrJ9iKE+vTCd1l9cT2dus/tMdnE2abRVWK2rQQ3uA1C+z7Qt2CIt+E1vAtAKLIL/F9g/ujuAn/T1Q8GuICZllo5hOFZFDaqyPVQyLQT8DBtmWvfyy1zXsycTD2mg4Y4d7FA7YkTVjnfsGO9/9Cgzt4EDOSCtImzfzgFsNjZyKQIpc9DLHAgP38mTJ4v7l5URvfMOEUATAXKwtzdUnT9/ngDQlk2b2I/b1tY8IWjTpkoTh/HjxxvG4uTkRDAmJRYwdepUAkCzZs3iAoEASuUZhC06mlnUnDlEO3bQjBli1dKlfCo9e/Lcp6SEYxkt8Z2UFKIPPhA/e3hUUR0kK0tOIG/frsLOFSA3lwnpveKnn8wTxPuBq1c58K4iBAay//c9QqNhz5WSkmog0kVF8ptDiHCUBsy6ubGj/quvcp1azQfPy5NHrzZuLPZbWMhRk4LvtFbLvtR16rDLyOjRRH/8QXfu3CEANGHCBAJAPj4+lJy8TELkQkzI9I2cG7JT0Ol05DzLmcbtG1fh6RoHEVYHTt06RYO3DCaEguKy4sptO3zXcLKbaUdlmjLynu1NCAVlFpWjAGQGOp2ONsRsoBK1aBgp1ZTSwE0DKSY9plJ9nD4dUq6ayOnTjejECQ/ng5l/AAAgAElEQVQ6d64n6XQaysjYZvgeVKpkun37J9Jq1XTx4itGhFpJGk2hoZ/MzF3lKnXk5BwlIqLUglSTSYVOpzME6SEUZP+NvYwEN/6pMWm0GsouzqaU/BTS6XRUqimlpLwkIiJadXaVoa3jt44mhPzb499STgnLEo3dM5YUoQqzAYX74/fTc2ueM9nf/0f/hzIRqkENqoIKyPRHAHIgqndMB3ARQAyAb/VtrACcArAQQByAQHNllo5hOFZFDaqyPTQyHR0tf2Aao2FDsW7iRPYNNZYv27HjwY33yBHLTFCyCQR24ujRhl03PP88AaCxAA3r2JH8/PwMddeuXSMA9Pvvv4vHeu01eb9OTkT//FPpoYaHh5tY1ipDptVqNdWpU4cAUI8ePYRCZrpEHMz35puWz1+lIp1OLle3ZYv8GFFRrPphvOs333A8ZKtWbHyPiSEmOxs2EEVEMFvbtYsj3IytuhoNUbt2VSKqOp2O1q5dSzExlXvQVwsEeQwnpwd3zIowcSKPac+ehz0SEVeumN4gt27J/xOE7auvzPchrEJFRJR/LK1WXHHQ4/Tp0wSAtm7dShs3bqRz585RcvIKA9k6edKbwsJA7/5avs9x458a06sbX63wdO8HmRZQWFpYYRvBiv5j+I8GhYeI2xVcNyMcvnaYEAqacGCCoexc6jlCKKjpkqZExL7Avdb0MlhJjRER0YouXpRP7HQ6HSUm/kDFxdfp1Ck/io0dblSvoZKSW7IyjaaQSkvZnzk396RepWS5oT4jY4tB4vDkSV/D93rmTBPKytpNREQX0i4QQkFTDk0hrU5LSXlJlF2cTRsvbTTIDZ5LPUc6nY7Cb4VTUl4SfXboM0Io6JP9n8gIrut3rmYt2dItZHGIyXXZc3WPof6LI19QniqPlkQsoSmHphjKe63pRfmqfLqQdoGmHZlG51PPV+Vrq0ENHgrKI9OV3fQuHQMBBJVXVm4f9zoI6fZQyLRKJaoaCNvWrayM0KaNqKn7009yZjZ9OtHrr4ufywmIq3ZI9Zj/+MMiodyiJ64vPPGEYVcpoe3evTu1b9/eUJeenk4AaPHixeKxdDqxz19/ZVeYKmDOnDlmyXRFFgspCW/Tpk35B5EG6wlbZCQRyVfcc3PN7y7UN20qvvf3ZwO+AXv2iJWzZsmPJbD08+eJevTgsirIRyxdutRwrgMHDqSLFy9Wet+7RkEBj/P55+//sSqLkhK23nbo8LBHImLrVr5OYWFEX3xhep8NHsy/wdatWRrSHIqLzSumVIAtW7YY7ovo6GhDuZRMC1vzeSIZMvfb6rO2D7Ve2tqkXIoyTZlBmuxhQavTEkJBnx36jLr92o0QCtp0aVOV+lhzfg0hFPTM6mcMZWdunzFcH4FoIhT04jrzsj9RUZ3o/PkXZGWCZF90dFc6etS2ylrUOp2OIiNbU1gY6M6dg3T79hKDxGFJSRKVlNyimJhXKTdXVIL5+ujXZDvT1iLxdf/e3azlPqMww2z7gZsGUr8N/ShwQSA9uepJOnL9CKUVpNGxm8fozO0zVKYx7/Kl0+nolQ2vWBzHotOLqnQtalCDfwuqg0xXx/bok+myMotklAD2hXZy4oh7QaHg+eeZhOt0bMZcufLBj1sY3/XrbDEFiFq0YI1iX19WEgDoXf3D+Pz580RqNbXSf27evDl5eHjQRx99ZOiyuLiYAJCfnx9dunSJLgsqD0VF7LN8Fxg7diwBoMaNG8vIdEIF8nBff/01KRQKeuGFF8jFxaX8g+h0olyD4N/6yy9EhYU04yu1YR5gQGYmryQcP05Upw7N63eUXFxY6U3q/fCZ8KyMjTVV0TDePD3lus4mWVvMIycnhxwcHAzXxdXVlWrXrl2pfe8ZERGVHucDw5gxHEPwb1geTk8Xv09BbUP4/Npr9/3w/v7+hvsiKyvLUC71qRW2oDlMaoSkF8YQLJQroy3/V2UVZRFCQQv+XlDt51IV1JpTi0b+OZIGbhpY7jlZwld/fUUIBTl960T9/9ef/sn4h/6M+9OEAHr+4EkIBa2IXmHSx9mzPejYMQfS6uXcVKpkk2uekbGVckpyqO/6vgbXiYqQlrbBpJ/o6CfNToAupV+ySF4D5gfQpIOT6Fq25TiJRacX0cQDEykyOZJOJp602K6yKCoronUX1xms28uiltGNnBtmk/rUoAaPCmrIdHVCeEAaE2tB0k4aBCdEqD1sjBnDYzSn+SX8Mefk0DcSAkuHDlFTCHJ5tQgA/SCR2dPpdPT222/LSO+9om/fvtSiRQvKz883sU7Hm5FCW79+vaE+JCSEBgwYQABnd6wUdDomth9+SGRrSyVP96EtW/SKe1otB7uZIcNlx8KJoqJIpxP9pRctIr4nFAou6N6dddYAonr1eILVooXYT+vW3KYi8i/BxYsXCQANGzaMzp8/TzNnziQAVFpaWuk+HitIM0UGBLAPvH6V4YEi4f/ZO/O4KqovgH/nsYPsiyAqqID7vi/lkpqmVmZlZqVmWZqamplpJf6ycivLJdMsKzNzN3dLc98w99xBARVREEH25b37+2N4A8+HbCqg3e/nw4eZu82Z++bBuWfOPSdU3ccAalg/IxERqr/zAyY9PV0AIjAwUIwdO1YrNxiyxN693uLEie4mCln5L1Ql68DlvAPmzz44O08Xjg3nN4jRW0aLxPREzXqbe5NgaRA0K0j0Xt5b87N+e93bRer/1OKnCnRlIFiNx208vjPsm9FirGYYvJSnErzn/A/itdWvaWMkpieK0JuhYu6huSIyPjJv4YQQSUlnxKlTfcT+/dXEoUONRFJS3m5zH279UBv77XVvi7C4MDFlz5RCucs8SG6l3hKHow4X3FAieQgoK8p0weE+HgaefVb9bWWVE/Ns376ckHbGMj8/aN++dGS8k5kzISkp75hfiqL+dnLCI3d5p04Ygz3duHEDAHd391zdFBYsWHBfxYyIiMDPzw9HR0ezust5hEEbODAn5FS1atXo27cvAEeyQw5mZWVx4sSJu19QUaBVKzXkXkYGtts30aunAbs509XQdM2b57T18VFDlwFWbVtBkyYojz/Gt7MNLF4MgwYBK1aoqp2LC3z6KcyZA/XrqyHOvL3h8GH46y/199Gjaoi0hIRCz8+tW7cAeOmll6hfvz4ZGRkA/G6M8fZfo0mTnOPISHWemzaFoUPVUIr3yqefwpYtBbfr2VP97ME0DGXlymoYu/tMYmIi4eHh2vnNmzcBGDVqFF988YVWnpV1m4yMaDKsajP5bE7/VL3628nGKc/x3ezctGODMCCE4HrSdbr91o3p+6ez7/I+vtjzBZY6S5pXbJ7nGCWFi60L8WnxpGWpf61CokJIykgiPi3vqKoJaQl0WtSJA1cOkKnPZOOFjVhbWBPoFsj7rd43a/9u83cREwTdArtpZSM2jyA8Plw71+lyQj8ePFiFxEQ1HKG7e04IwK7LBvLL8Zxno/3P7QmYFcDgDYN5fvnz1Pm2DtsvbTe7voNDDWrV+o0WLUKpWvsvyk2vjc0kGz7c+iEpmSlM3zedD7d+yNx/5tIloAtigmBu97lUda3KmNZjcLC+/89fUXCxdaGRTz7xRCUSSZF5NJTp5cvVYMIA586pilHLlqUrU0HodAX/U9fpeGH5cgC8LC1h5UrSvLxMmjgbY95mY2tra3J+7NixexLTqEwDzJo1ix49emh1kbnjV2eTmpqqHS9YsICuXbvi6urKxIkTuXXrFj/99BP169dn06ZNd7/ou++anm/apMY+NhIcrCq8UVGQvajQ2LMHm0ULePnCRGy8XeH119Xy6Gh4/HGoWlWNC26MBW5lBR075gSrNsYTLyQXL14EwM1NVXaOZ8cj/vLLLws9xiNFmzZw/bq6wPXxUWNsg7qIMcasLi5CwCefqPG584tn3a8fnDypftaXL4O//71dt0CxBPXq1aNKlSrq6z4gOlqNFezp6XlHW3WxdSjqOFuuw96kOmRhQ1L2OuNuynSP6jnfu06LOqH7n44m3+csXFacXsGas2voWLUjFRwr3Ld7Kw4uti4kpCeQmqX+LThy7QiOXzjiOsWV8zdz4ngLIVh0fBGf7/6crRe30vKHljy3TI3P/UHrDzg/7DxTO03l2RrPan3ixsTxdZevAbDQWXBh2AVcbV05fv04Vb7JmX83txxFG+DKlRlqHwv1b+7JBEjMnvPnaz2Pg5UD/0T9o7ZRLAi5GsKpmFN0+KUD2y5uAyA6KVob38jmUDUWc4Y+g8l7J+PwuQPv//U+k/dOJj4tngENBtzjbEokkoeBR0OZtrTMSRZSsWL+WTweMtyef56XunXDyd8fnnuOtKwsdLqcj+1OZRpUpdfIH3/8Uexrh4aGkpCQoCnTQ4cOpX///lr9+PGmyRn0er12fPXqVXx8fLC3t2fw4MEcOXIENzc3PvvsMwCGGZXZvOjQQU2GERqqKmTdu6tJdXr0gLZtVYXKKVvpsLICX1/1uGdP9feXX6pJZNLTVfP0ggVgY1PseciP/fv34+TkRO3atQGYOHEiAL169TKZj/8UXl6werW62Nm1CzarCgeHDuXd/sIFdYF0h6JighAwYULOeeXKkJYG2QlRSEiAF15Qs/kYLdF//KH+PXjA/O9//9Os0lWrViUhIYGIiAgA/O9Q5A0GNRFKQoa6+L9kaM6fmcPJvgscbczfAIGawOXLzuoC7e9LfwNw5fYVrf77I98D8E7Td+75fu4Vo2U6NTPVrK767OpsuqAupI9GH+W1Na8xdd9UrX79+fUANKmQs1Bo75/zNvHOxUaAWwB+Ln7aea1va3Es+hjC4Qlat46lXTtBixYRODo2wcrKA9UDDRZfdcbGwoZy1uX47bnf2NF/B20qt6F++fpse20b7f3b83oDdSHecVFHlIkKPl/60GdlH5PrJ6Spb7Hea/ke/Rv0x7ucNzO7zGRe93ls77e90MlzJBLJw82joUw/4ngHBnL58mXi4uJITU2lVq1aWl1uNw8jQ4cO1Y5TjBb7IrJt2zYCAwMBNGUaoEePHowdOxZfX1/NpcHI99+r/9CDg4OpUCHHOtaxY0ft2Kh0JOaVYdCITqdmYaxWzfQNw5IlqhvGnZbjadOgYUM1bV6XLmoWu4gI1bXgm29goHm2s/tFeHg41atXx9raGoAaNWoAsHTpUiwtLbl27Vp+3f8bPPmk6upx9qyaVXHXLlWBTkmBXr0gKEjNKnq3LIvjxqmLoU8/NS23s1Ndf2bMgMGDVbeOf/9V627ezDfL5v3it99+Izg4WHvGw8PDmTx5suaG5e3tbdLeqEyn6w3Zv9OZtm+aVn9n1sPcuNq6asejWoxCTBBcH33dpI2Hvced3UocFxtTNw+AZc8v0yzMT/32FPFp8aw4vUKrn9ZpGkcG5WSf9SmXk12xZw11kexh74GFzjwL6ZSOU7Tjs7FnaTivIRW+qsDGsD0A2NpWpmHD/TRrdpaAgJkEVv+RkJgEPmj9AYkfJmJlYUWTCk3YPWA3x94+Rlv/tvzd729+eOYH6pWvZ3KtP879QVJGEulZ6Xx94Gve2fgOdbzqMKXjFBY+s5Br711jWPNhDGo8iHb+7VCK8JZLIpE8vEhl+iHg2WefJTMzkzp16pCamoqHR84/zLzSjwPYZFtijRayorBr1y4TBbhz587asZWVFV988QWvvvoqMTExLF68GFCt2IMHD9ba5KZcHumuc7uD5Mu4caobxqlTd3eL6dNHTQPv6AjffptTfofLy4MgPDzcxPponPfTp08DqqU66374Cj/s1Kqlppt3d1ffLgQFqSnXV63KaXM3P/Off4bMTPV41izYv1912TEyapS60CpXDkaOVNOGu7nlPdZ9JD4+nvHjx1O3bl02b97MmDFjAJg8eTIbNmwAzN8cacq0QbWQ5rYuA+jySDltpJJzJQAsdZZMaKda6T3tPU1SfJcJZdpomc5K5ZnqzyAmCF6o/QIrX1yJp73q9vLs788ybd80nG2cWfjMQka3Gk1Dn4bU8VIXQF4OOe5slZwrISYIYt6PyfN6nat1Jvq9aDOr9daLW7Vjnc4SKyt3rK090ZXrggC8y3lTEDv67eDSu5cQEwT7B+4nLSsN96nuNF/QnJFbRtLWvy3Lnl+Wp5IvkUj+O0hl+iGgbdu2hISEaP6XdevW1epcXV3z7GOZvbFx7969Rb7epEmTtOPY2Fhcsjf55aZ99kbOj7J9mS9cuKDVGTflGamYx6v2xMTE/K3TRho3VjcI5rLG50uVKrBtG3h6Qi6XlAeBwWAgIiLCRJlWFEVTqAHmzZunubb8pzH6rudmyhSoWRMWL4bq1WHu3Jy9D0b++EN1FwEYOxbeeANatICdO1V3npAQyN7kysmT8NVXpptUHwBr165l/vz5DB06lPDwcL777jssLCyYPHmy1ubIkSMoioKDgwPnzw9h3z71OyCE0TKtugDl3pT3fY/v873uE1We4PCgw6SOT9UUxzstn9Vcq937Dd4jzrbOpGWlEZ8Wj61lzoJWp+i48f4NHKwc2BmxkwbeDYgcGUn/Bv21NmtfWstnHT6jsnPlIl2zfLnyxH8Qz4dtPmRMqzH4OvqSnJmcZ9vryde1PgXhaueKv4s/AC0qtmBs67Fk6DM4fv040ztNZ3u/7dT0rFkkWSUSySPI/QwNUqrpxP8DZGZmit27d4vQ0NACQ9898cQTWpthw4YV+hpjx44VgHBxcRFHjx7Nt+3QoUOFq6urEEKI33//XbvekiVLzNoeP35czJgxQwCidu3aAhBnCpN+vQwSFhYmVq5cKd58800BiDlz5pjUOzs7m4QQfPHFF4UQQvz000/igw8+EPF3yz5zFzIzM8WV+5nSvLRISBDiiSfUcHXr1qnxv40ZKBcsyAmp9913aibKrKycsn797j5uVpYQhQ29eA8cPHjQLPRkp06dTNp89dVXWp2zs7MQQmih2PT6dBEfv1ds344YurKZIBhR8auK95y10PFzR0Ew4sJN81CVpcGckDnaPT295Gmz+gFrBoiWC1qK2OTYPHrfH6rPqi4e+/Exk/jPBoNBzD00V8z7Z54gmGLFbjYYDGJX+C5xI+nG/RRXIpEUE8pIaDypTD+EpKamFqhMJyQkiB9//LFQ8aZnzpwpJkyYIIQQRYpRPXbsWGFlZSWEEGL+/PkCEPv27btre4PBILZv3y62bdsmALFq1SrRs2dP8dFHH4lbZS35SD7kniNAbLgjffad9c2aNRNxcXHa+eLFi4t0vd69ewtAREdH38/bKB0yMtQc73cmudDrcxRnEGLWLDXtPQjxzDNlIglMq1atzD7bvn37mrXz9fUVgKhUqZIQIkeZPn/+XREX97fYvh3xxtLGJjGT159bX2y5fj3+q3h9zesFZiUtKRYeXWgSX7k0qDyjsiAY0fP3nkII9W/Ps78/azLn+cWSlkgkDwdlRZmWbh4PIba2tgwcOJBff/31rm2cnJwYMGAA7733HjY2NvluRFy0aBETJ05k/fr1RZLD0dGRzMxMDhw4wLvZ4eyMUS3yQlEU2rVrR+XK6ivc5557jtWrVzNp0iTmz59fpGuXJe6M2PD000+bnIeEhDB9+nTt/MoVUz/Zu6HX6/nll19YunQpAAcOHLg3QcsCVlbw9NPmm0h1OlWNXrZMPQ8OVjeWAowZU6RwhQ+KS5cumZU5OZmHsjM+D8Y6O7sgAG7f3k9qaigAsRmmf3oL4797N/rW68sPz/xQZja7WVtYa8eTO07Op+WD41aq6mq2+uxqNl3YxOmY06w5u0arH9NqjOaDLpFIJPeKVKYfUhYsWKAlRMmPJ598kvT0dLZvN08+AKqidyg7ZFmvXr2KJINxY2HLli21DYV5JXe5k6pVq5qVnTlzpkjXLkvkjnYCsDw7NnhucivCH3zwQaHGXbVqFf369dPOn332WdLS0vLp8QjwwgvqJsKbN+Gnn1Qlul69Ars9aNLT07l27RqjR4828YnPa5FavXp1AM6fV2Mq29mpz3ti4j8kJR1DUSy5nm76p/du8aUfRozKdJB7EM625qE7S4Lc8/nUb0/x7aFvTepfq/9aSYskkUgeYaQy/Yjz+OOPY21tzc6dO83qZs+eTfNcm7Vyh7rr1q2bWfs7yStKR2GsYzqdjilTppiUGaNflGVOnjyZ50LA4Y4oI9bW1iabNsuVK0dYWFiRrzd37lyzssJatR9qclv2//5bjdJRyhizfdauXZtDhw5pUXTyeh6MG3iNbQwG4/fKQGLiYaysPEjKMFXCH0Vl2kpnVUDLB8eGlzdQ3b06zXyboaDw7T+qMn1+6Hm+6vwVtTwLuaFZIpFICkEeuawljxI2NjZ4eXkRGxtrVpc7cUqTJk2IjIzkxo0bDBo0yCTxy93IbYV+/vnneeWVVwotV8vs+NFjxozhypUrHDx4sNB9S4PTp09T7w4LaXh4uFkYQCO3bt3SFhZJSUkkJSUBqjKWO+nO3bjzbcK6devo0aMH4eHhBAQEFPc2Hg7atlWzmNau/cCS7RQVY0bDChUqULduXS5evMjWrVtp27atWVsfHx/CwsK02ONq1kMFECQmHsTeviaJGYm8Uu8VLidcZmfETlxszSPmPKxoyrRF6SnT9b3rc3aomq9db9Cz8sxKbqffJtA9kJEtR5aaXBKJ5NFEWqb/A7i5uREXF5dvG39/f+bMmQOoofeMikB+5LZML1++nGeeeabQMj322GPcvHmTKVOm4Obmxs2bNwvdtzR48cUXTazNu3fvxs/PzyQ5zZ3MmDGDTp06mZS5ubkVKsa2cT46dOjAokWLaNiwIQD79u0rjvgPF4qiZjEtI4o0oCVh8fLKiX/csWPHuy6mqlatqoWENBgysLbOeU4s7ZsTHh/OqRun2PraVi4Ov4iNZdm513ulLFimc2Ohs+DF2i/yRqM3SlsUiUTyiCKV6f8Arq6uBSrTs2fPplevXmzevFlLvlIQRn/R3EldioJbdmKNChUqEB8fbxafuqyQkJDAqVOntKQckHfs7DsZMWIEf/75Jz/++KNW5u7uXqAynZWVpblzDBkyhFdeeQVfX1/c3Nw0C+n9ICYmBi8vL/bv339P4+zdu5dlxo2Djyh5KdOFRYhMypVrgJdXX3x9h3NBdADUdNqWOkuquOadeOlhx97KvrRFkEgkkhJBKtP/Adzc3ApUVD08PFAUhSeffBILi8Jl82rfvj2tWrVi5syZ9yRf69atAdXaWxY5duwYgGYdBvK1SN/JgAEDTPpdvXpVjUuZTZ8+fWjXrh23bt1CCIGVlZXmy54726WHh8d9teD/+eefxMTEmPmvg6rQnzt3rlDjdOjQgd69e7Nr1677JltZYPv27SiKwpQpUzRlOvfnUVgMhgx0Oltq1fqVwMBvKGejLiK/7PzlfZW3rJCcoSZLyS81ukQikTxKSGX6P4CrqytRxixy2WQa0zNnU1gFOjdubm7s3btXi15QXJo1a4atrS1r165l3rx5hVbiSgqjMt2gQQP279/PpEmTTNxgDIZMUlPNw6blZsSIEbRu3Rp3d3dA9TG/fPky8fHx/P777+zcuZPjx4+bRTW5U5nOy/e9uISEhADqIuZOa3mfPn2oUaMGkyZNKnDzpHHjatu2be+rfKVJRkYGb775JgBjx47lzz//xM3NrVDuT7kxGLJIS7uEjU3O4mvhsYUAdAnocv8ELkMYU2sXNYuhRCKRPLTcz6DVMmlL2WTgwIECEL1799YSO+ROIkIhErQ8aNq3b28iz7Vr10pbJA1PT8985+jI0Y7ZGe7SChwrPj7eJItey5YtteOpU6eKL7/80mQerl+/rvXt0aOHqF+//n25JyGEeO6557Tr9OjRQ0smk5iYaCKDl5fXXceYPXu2SduTJ0/eN/lKg6VLlwp/f3+z5CyA6NOnT5HGOn26n5awJTr6NyGEEAlpCVrSkIj4iAdxC6WO3qAXMw/MFEnpSaUtikQiecRBJm0p2wghMBgyC274EGD0bV66dCl//PEHgJmlurR55513TM737t1bSpKYEhsbS0xMzF3rs7ISSYjfCsClmIJldnZ2ZuHChZo1P7e/8pgxY9iyZQs1a9akT58+gKmProeHR76yFJXo6GhtA926deu0uOW//PKLSTuji0NuIiIi+Ouvvxg6dCgAnp6eAAX65pd1FixYQHh4uHa+Y8cO7bh3796FHkcIA9ev/6ydOzm1ACApI0kr83Iouv/1w4BO0TGs+TAcrB0KbiyRSCSPAFKZvgtnzvRl1y5rYmPXlrYo94zI5Z/bs2dPevbsqSkJ5cuXLyWpTMntjwzqpr+yQEHKa3LyCe34j2OfFGpMKysr9u/fT1BQkFnd3r176dChA4sXLzaJ+w0QGBhIVFTUfVNYo6OjCQwMNCnLyMgwW9jkFU/c39/fZOPpuHHjANi0adN9ka002Lv3T/766y+TstwuTNbWazlypA1RUd8TG7uWjIy7u7RkZeU8v4piha2tP5DjT7yo5yJsLW3vo/QSiUQiKS3+s8p0QsI+QkPfMyuPilrA4cNNuXFjCQCXLn2CEIKwsA84frwTen0aGRk38v1Heu3ajyQlnXxgsheVOnXqmJyvWbNGsyju27cPvV5fGmKZYNzQN3DgQEBVzjZu3KhlZywtkpNV5WflypV51kfH5KRgb2Szl4iIL4iPL3gjnqurK3v27Mnzer6+viiKYhZ2rUUL1bpp9HW+V65fv24Ws3rtWvPFo62tqdJ3p1/0pk2bGDFiBE2bNmXbtm33RbbSYNiwJ03Ot2+Hs2d9GDVKtbAK8SO3b+/l/PlB/PvvM+zb58np0y9z7twgLlx4l8uXv9YWrhkZ1wGoVu0rmje/qMUcT85UnycHK2m1lUgkkkeF/2zSlqNH2wACf/9PsLR0JiXlHCdP9iA19YLWxsrKg+Tk4+zcmbPm2L3bTjtu3vwidnamYa0MhkzOnVMVwtatb5bMu34AACAASURBVGFlVfrJGMaOHUurVq2YMWMG69atM6mrWLFioZKIPGhsbW01ReSHH37g+vXrWhZGY7kQglWrVtG9e3eTlM4PEqMynTvGdG5ib58kOg1uZ0KQI1y6NA6BJY+1icPSMv/U6kbXiDsxblK8kyZNmqDT6Thw4ABdutzb5rWkpCSSk5OpXt0OR0dHWrduzebNm3nhhReoVKkSQ4cOxdLSkpkzZxIREUF6ero258ZsgEa8vCLJykqgbdu2zJo1i4yMjCJv1CttMjJiOXpUPa5UCbK9bADo0SOZHj3U4ypVPufSpXFanXHRbSQszDQhiJtbZ2LSBbG3jtLQp6FmmZZh4yQSieTRofS1qFIgK+s26p4iSE29SFraZUJCamiKdKNGh6hVaymtWl3H3b2H1s/Z+TGTcY4ff4KdO604cCCAPXvcuXXrb80iBXDx4lhSUi5Q2lhYWNC+ffs8rY4Pg9JjDOu3c+dOnn/+ed5///0Sue7Jkydp164dYJ4y3EhK6iXiMuC89TDeOVWDCaetUMjiXMQs4uL+LPAaERERhIeHc+zYMZo2bYqVlRW1a9fOs62joyN16tRhwYIFWkbF4mKMV21puZQdO+oyfPhwrW7NmjW88oorr7/emDfe8AXg1Klj3Lz5N3p9ihYDe+3aERw9upTbt99izx4XGjVqQHp6OqdOnbon2UqD6Gg122SrVpU5dmwzH310mDZtEmjRwnThULnyWNq1E7RuHYen5wtUqTKJ+vX/pmXLq7i7myctsrOrTt25dWk0vxHbLm4jLlV10XmUMh5KJBLJf51HwjIthJ7U1EskJx/H1bUjlpbOJvWpqRc5dKguFSuOxM/vQ8LCRmt1kZGTKV/+Ze28Zs3fcHJqgpNTEwBq115FWlo49vY5r8OFEJw+/SIxMSsASEtTQ4edP/82fn7jtXbXrs3j2rV5VK48Dm/v17C3v7cQcveDqVOnkpWVpfm4lkV+/PFHXn/9de183759dOvWjRUr1PkuidTjiYmJtGnTRjt3cnLSjm/cWIpen8S5c29gBRy+BZ/1Gsf0J2dy6voxYs40JObyeGIuQ2DgbHx83iIx8R9u3lxHQsJefHxex9v7NQAqV1bDh/n5+RESEoLBYDB7UxAfv5vMzBt4evbC19eXEydO4OjoyJkzZ6hRo0ax7s+oTLu6wu3b+4Brmjzlyx/g/HnVb9roadK4sepi8uabOlxdVZecjIyviY//WhvTykpd5Bw6dMjMB7400etTiIj4HEfHJnh6PgtAZuYtLC2dURR1rk+dUn2933nnU9zcctw9LC2dqFZtBmFhI2ndOlZz17CycqV2bdNENXXqrMZgSMNgSGXvXvXtgk5nSUK66j/dcVFHpnWaBkCgu6mvukQikUgeXh56ZTorK5E9e3IUnQoVBlOlyuccPtwQJ6dW+Pi8yfnzb2MwpBAZ+RlRUXPJyorHx0eNIXvt2vfExCzDwsKJli0vY2npZDK+TmdpokgDKIpCpUrvExOzAj+/j9Hrk3F17cTJk105e7Y/AOXLv8r164sAiIz8nMjIz/Hy6kONGj+hKBYoStHjOt8PjFbdcePGYWdnV0BrNSqBUeEoDkLoi3yvAwYMICMjg7fffhuA7t27k5KSwsKFanzekJAQEhIScHZ2zm+Ye+LXX3/l9u3bALz55ptUqeLIwYOBpKaGmrVdFwXz7NV40FXcgjiWCr7ZU3vhwlAuXBhq0j4rKx5FscbD42ksLExf9+dWpK9fX8yZM69o54piQ61aL2Lc43fw4MFiK9PXrqnRXLKTUAID6dgRBg/O4MKFnA2ITqZfB77/3sDLL1/BwgIqV25GcnII5cu/goNDfYR4H3d3e9asWcOgQYOKIMs1Nm3axIABAzRl9X5y9eq3REZ+hq1tVRRFITn5DJcujcPW1p9q1aaRnHyKI0fUZysgwHw+K1UaQcWKwwp8jhVFwcLCDgsLOwICvsHSUrU+N/ZpzOFrhwHYf2U/nvaeuNm55TeURCKRSB4iHnpl+k6/1KiouURFzQUgLS2cGzd+A6By5XGkpoYRE7MUnc6OihVHYmNTiWvXvs+u/9BMkc4PJ6dmtG1rMPnn7+//KeHhHwMQFPQdAQFfc/bs69y8qYaju3FjSbaPpY5WraKxts7bZ7YkOHDgQJ5Z/OLjdwIKtrb+2Nj4snNnziMSGDgbX993zPqAaq2/dm0B58+rSpSHx7NkZd0mPv5vAFq2jMLGxkdrW5DS9MYbb2Bvb89rr6kW3AULFpCSkkKFChWIiooiODiYGTNmaO1XrlzJ4sWLWb58eZ4JaK5du8bgwYPp1asXr776ar7XBoiOVh1oL19eRUzMVxw8WA0hcqJrKIoV7u5PsyoyEcXqGJY6dZ7srewZfdKWOo5pjK9pPq6lpSvJycc5c6YPlpZu2Nr6kZoaip1dANWrf4+tbRXCwt4jOfkUiYmmmy+FSOeFFy5QsWJvRo5cqinExeHs2SMANG36BRkZS4FjjB8Pzs6BODq+jJvbk2Rl3cbLywdoY9I3IcEHX19o2vQgen0qFhZ2CGEgPPwTmja14fTp00WSxfgcBgQE8Pjjj+fb9sMPPyQqKopp06YVKrV3YuJRrl5VM3SmpV3k33+f1erS0i5x6tTzAFxTDfNUq1Ytz3GKuiCsWHE4x6KPYZ0apz0bAKvOrKJFxRZFGksikUgkZRsld9i0e8XBwUEYN2yVJImJR0lI2I21tQ+nT78IgIfHcwQFfUd8/E7S0yOpWHEEBkMGiYkHcXJqgU6nbqbKyIghPf0y5co1vGermF6fzN695bGy8qBly3CtPDPzFjqdHYcO1SItLSdT3mOPJWuWybi4LdjaVsXevuDXvykp50hOPoWdXQBxcVu4cuVrXFza4+n5PA4ONYvkTiKEICJiEnr9bXx9h3PgQE7WMkWxQgjTWNsODnXR65MJDJyNu3tXANLSIggLG625veSFnV0QjRsfJjn5JEePtsLN7SlcXTtgbe2Dl1efu879wYMHtSgWoPoY+/n5MXToUD744AMqVqxIYmKiiRtG7mdaCMGaNWvYsmUL8+bNA8BgMBAbG6ulUM+L4cNbMGvWQbZuBaNuXrPmEuzsAlAUSxwdGwBQaUYlXG1dOTE4J0Re4KxAQuNC6e4DdZ2hlv+7NHVJxtram5T0W8REz8Ha2hsLC2dSU/PP9linzh+UK9cAW9vKXL06lwsXhmAwwBNPwJgxr/HKK/Gkp1+mcuUPOX26Dy1bXtYWLXp9GiDQ6ayJj99JWloE5cv3BSy1Bcfla6uo6N3zrtdPT0+nfPnyJCQk8OKLL7Jsmera4OTkZBa+8Nq1nxg9egDLllmQkZGJXq/H0jL/9frFixc1BXbx4sW8/PLL+bY3fl5fffUVI0eOvGu7rKzbREZOJTLyMwBsbf1JSwvX6mvXXkVc3BbS0y8TFDSPkSPf45df17P/wn7OxJ7hyYAncbJxQpfrrYxBGABMyu6GEALd/9R2Cgq+Tr5cua36mo9uOZppnacVOIZEIpFI8kdRlBQhRKmHRyrQMq0oijPwO2ABJAO9RW4TXRnA0bEhjo6qj6bBsIikpGNUqzYVRdHh5fW81s7CwhYXl7Ymfa2tPe+bhdjCwoGWLS+j15suKKysXAFo3jyUCxeGExU1B4CrV+dw/fovuLp24soV1cpqa1uNpk1PmL3+N3Lz5mZOnuxqVn7jxmJu3FiMlVV5WreOLpS8ly9/RXj4/9DrE7LPp5vUC5GJtbU3detuwM4ugD17nElOVkP+nTz5FNWrL8DKypPz54eQkXEVS0sXKlV6H2/vfqSlXcbRsRFCZHH16rdcvPg+e/bkvEWIi9tIXNxGQI3p7erakQoVBuPm9hQgsLBQ/SSaNWtmIpPRx3j27NnMnj2b6Ohos3jMer1eUxb/+OMPnnvuOZP6SZMm8cknn9ClS1t+/LEfTk4tcXDIeb1vMGQSF3cQnS5Hkbazq0HfLQvoUKUD4x5T/c1jU2K5cvsKAW6mbkDdArvxzcFvWH8N1l+DgXZJGGwfZ/jq4SSmJ7Cxz0raBakypaSEcuHCEG7dyolvHBQ0D53OhpSUC3h4PK2V+/oOxs4ugKiouVhbryYmZh83b6puJ8ZF5P79FahQYQhZWbe0SBMGAyQmgrMzWFiUQ69XLc0WFtD+t5e5MMo0lXhubGxsiI+P59KlS5w6dUpTpo0uMLnx9n4VN7cPyMq6wYkTS+ja9T26dOnKjz/+eNfxc/vGG/2474Yx+RBAVFR4nm2EEJw79zrR0T9pZU5OralffyvXr/+Km1snbG39APD0zFlEXL+RSYptCvXn1TcZz93OnXNDz+Fq50qnRZ04cf0Enap2wtXWlSFNh1DBsQLp+nSyDFl42HtosaNvpd3KkQnBGw3fYGfETpr7Nud/7f+X731KJBKJ5OGiQMu0oihDgAtCiL8URZkLbBJC5JnJpLQs0w8bWVmJ7N3rbmb1zU358v3Q6azw8OiFm9uTmkXuyJHW2RvGVPz9/4etrT+ZmbGEhY0CoFmzs1hbexMaOpK0tHDq1t2ATmdj4vu8Z48bWVk5//CrVZtBTMwybt/eT8WKI6lQ4S1Ah62tPzqdugstLe0KSUlHcXRsxIEDVTT57ewCqVDhbby9B2gLh9wIYeDIkRYkJv6Dh8dzBAbO5Pr1RaSlRRIV9S0AFhaO6PWJACiKJZUrj6dKlWAANm/eTNeuXbPHEsyYMYNRo9R7nTPnA1q0qE/jxjkWzfDwcPz8VIVp/vz5vPXWW9njKggh8PDw0GIlf/cdNGxYm2bN/tX6X778FaNHv8fatQqXLv2CtbUnB27q6fabGqpvTKsxdKjSgS6L1fB0O/rtoK1/ziLNIAxY/O/ubgEftP6AyR0nm5VnZsaRmnoBR8emBfqpOzvr6NjRhmHD0vJtZ7zHpUth9Wo4eVLHJ5+oFtZ3x8MsK7gwPIyqrlULHCc0NFRL8mJtbU16ejppWWkM2ziMztU680LtF/j8816MH7/KpJ/BYMjzDUBWVpYWS7tcOXv69OnL/Pnz73r9M2f2UKtWTkSduLg9uLi0QlEUsrKS+PffHiQlHdeea53OgWbNTmnKc37UaVKHUzdPQX/zuua+zZnWaRqP/5S/C4qzjTOudq642bkxsOFA3tmY4xIV/m44fi4FyyGRSCSSwvPQWKaFEN/mOvUEzHMLS4qEpaUj7u7diI1dQ5Uqn3HpkhoBpGrVqWqcYpGlpSK+dm0BNWv+SvnyfRHCQFLScby9Xycl5Qx+fh9rrhYAtrZ+nDrVixMnumkRRgB277bPvq47AQFfExU1h6ysW3h69sbP7yPAQLly9ahUaUS+GwZtbStia1sRgNq1V/Lvv6rV1M/vIy06RV4oio7GjU0TjVSu/AEA1apNR6ezwWDIICzsPRITD5GYeIiIiIncuLGEqlW/oHPnZ5k8+W0aN/6XHTsUGjaEefPgrbfg9OkpGPdRDh48mLlz5xIaGoqdnR2xsbEmIeRGjHiZBQvWmiQdSUlpSUrKfnbsUKhTZw0pKRe4ePF99HpfbO2S8PZ+hZWnV7Lk35x4wlP3TWXqvqnaefOKzU3uTafoSP8onZCrIfwZ9ief7vpUq3OxdeH49eN5zpOVlRtWVs3zrLsTOztrUlJURdrT83liYlbg5tYFR8cm3L59ULN0t2lzm44dXQE9e/e2Ztu2vdnXUpibKDC4QbWZ1Ugbn4aNZf6xuwMCAli8eDF9+/alXLlynLh+gnXn1rHg6AIWHF3AUfejODub+zEnJSXh6Ggeczs0NGczZ2BgCkeP3j1Ky+3b//Drr6ahKefMaUObNuDl9TIxMSsQIhMfn4HY29emYsV3TRT4yMhIbGxs7prxM+paFLjBX6/+hYe9By62Lvg6+jJqyyhmH5qtKdLr+6xn0PpBRCXm+KsPaTIEXydfgncEk5CeQHh8OEeuqT7p54ae4+rtq1KRlkgkkkeYQm9AVBSlJeAqhDjwAOUpM7yz4R1+PfkrK15YgUEYqFe+Hj6OPvdt/Bo1fiIx8R9cXZ/A3b0bWVnxuLi0xcOjJ1eufImPz1ucPv0SqannOHPmFXQ6O0DBYEjG0bEpNWr8YDamp+dzBAR8TWjoCK3M2tqXjIyrAGRl3eTs2Vezy73x9R1KuXKm2RELu9HKw6MHzZuHcfny9GzXjOJhdOewsLAlKEh1f0lLu8KBA5VITT3PqVO9aNBgJ82bf2fSLzAQHB0hNFRH3bqqpdXJaTOgKmmLFi3i559/xtNTjZqg+j4v5rffVJcHI2PHHmLJEjWqhXFz2qFDsHKlOmc9l/Zkzdk1AAxqNIhtl7YRditnoTKp/aQ800JbW1jTpnIb2lRuw5nYM6w4vYLGPo3xdPDketJ1s/a50Rv0WOgsSEhLYFfELlpVaoW7vWkil3LlnElOVte1NWr8BFjj4zMEN7fWgOpXn5ERjaWlI1ZWVuj1eqZPVxXpDh3asGz1GjxmeGjjHb52mFaVWuUrF8DTT6sLKM/nPan/XY5LhIOVAy1/aMmyxr8Bpp/VlSvh1KxZ12yskydVl6HlyzuzdOmfrF9/hn///RdfX19cXV1z9f+G0NARHD8OTk62nD69Gn//rhw/Dm3aoG0yrlp1KpUrm8cgz8jIwM/Pj4CAAC5cMI/7bjAYSIhJwK26Gx2rdjSpm/XULNZfWE94fDjNfZvTLagbV0ddJS0rjS92f8HARgOp7Ky6Hr1U5yX2Xd7H35f+ZuGxhbSu1Jog9yCC3M3TxkskEonkEUIIUeAP4Ab8A/jlUTcou+4fa2tr8ShgMBiE1f+sBMGY/NSbW0+M2jxK7AzfKUZtHiWSM5IfuCynT/cT27ej/ezYYSMSE4/l2ycq6gdx8uRz4ty5d4TBYBAREVPE7t0uIirqR3H4cGtx9er8By73vaLXp4nw8M9N7v3o0Q7i6tXvhMGQJQwGvfDw8BCA6NvXVQBiyhQEIBwcHETbtnWFk5OFKFcO4eGB2L+/mjh4sJaoVk1tU7Gig0DN3CO++WaUiIpaIEJD3xdhYePEk0/W0epyf/6XEy6LhLQEsfjEYmH1PysxavMooTfoC3U/BoNBGAwG8cqqV0SFLyuIr/d/LQ5cPiCibkeJ19e8LghGLDi8QITFhYmAmQEiaFaQybUbzWskCEZsDdsqhBCiR48OolIldV6EEGLkhJECEN/N/87kusnJyTn3kv0zefJkcTHuoiAYMWzjMEEw4rmlz4nDUYfzlD1LnyWqfVNNNJnfREzfO10sObnERLbFJxaLhUcXCoIRa8+uFfv27ROAcHUtJwCxcOFIYTBkaeMlJh4XaWlXxbhxo4VOh9i8GTFqVI58NWrU0Obs8OFvxGuvIbZtqyz8/V1Et25PCSGE1vbKlSsiPT1GJCSE3HXue33SS2tvJDIqUiz6a5H4ZNInoka9GgIQDd9umGf/bRe3icbzGotbqbcK+pg1biTdEDdTbha6vUQikUiKDpAsCqHHPuifwvhMWwObgMlCiL/ya/uo+EyfunGKOnPrFNhufvf5vNn4zQcqi8GQwYULQ9Hp7HFz64yzc5sihfAzIgoRjq4scvx4Z27d+ougoO+y/bhzcHBwMNmUNnu2I0OHqmbnevWcsbFJYd68gVhaNqVuXXWj2wsvdGHFii307NmTSpUqMXPmTPr168dPP/2kjVOlShXCw8PVk2D112cdPtM2Ht4LwzYOY/ah2YVuX866HEkZOa4qCgo6RUfAgQCu779EaOgfuLt3wcbXhowodSNmm6ltCO4VTIcqHbCzsyM9PZ3q1atz7pwaOWTdunV4NvCkxQ8tWPjMQgb8MQBQN9vFjonFIAwkZyRjqbPE2sKa8zfPU+vbWmayHX3rKNXdq2NnZUdqZiouU1zI0GfwaftP6WzbmYoVfahYsTL9+kG/flChwnB27tyPu/sh3Nxg0qTKnD8fyS+/wM6d1gQH52wkPXJkN4GBLnTvXpedOyEoSG07bdo0Ro8eTbdu3di4cSPff/89b7zxBgBnz54lKCjIJFb3d/98x+DnBsNlwAZWHl3Jx999zOmZ5uH7Xv/+dX54w/yNj0QikUjKJmXFZ7owVunBwC1gR/ZP77u1tbe3v89rjpJn+t7pmsWt3+p+gmCEEqyYWakJRjT4roH4/eTvIiwuzGSMdefWCZfJLmLG/hmldBePDllZySI5+WyedWvWrDGxuIaEhIg6dVQrta8volOnimZ94uLixIgRI8T58+dFZmamicVSb9CLzKxMYWllKaiF8H/fXyz9d6k4EX3ivt3PxvMbtecncGagsP/M3uSZqjG7hlh+arn46ehP4q11b4ksfZYIvRkqEtISxKrTq4T3dG+17WMInYVOnIw+Kbr+2lXgk8v63BHBSMTm3Zu1MoehDoJ3EEGtgkTUzSjRe3lvQTAi5EqIWHJyiXD6wkkQjPCY6mEij82nNtrx2+veFnW/rat9N+7kw60fam3Ts9JFXEqccHV1FoD46y/Exx/nyPjSSwgfH0T79o4iKytZbNq0yeSz7NsXsXEjwtbW1Kq+datqmTcYDMLFxUUMGTJECCHE6dOnBSD69+8vhBCiRu0awrq+tWCkaX/GIah+RxkIRVHE2at5P2cSiUQiKZtQRizT93Wwh12ZvnTrkokiEREfIWKSY0RcSpz4K+wvsfbsWpGSkSJSMlLEpJ2TtHb2n9lrr/tTM1NNlO8v931ZyndVNE5EnxDB24PF8ejjWtnWsK0ieHuwSM9KL9QYGVkZIik9SQghxJKTS8TyU8sfiKxCCLF69WpNIbp586aYNu1j7fyZZ7wL7G9sGxsbK5rObyqcPnHSFNIdl3Y8EJkj4iPEudhz2nlKRoowGAyFnt/DUYcFnbIVwQ+zn1cfcwWRdtm/XRF8Yr4YJBgRfitcCCFEWFyYsPnURrRY0EJU/KqiWbsKX1YQaZlpQggh4lPjRZY+K0/Z5v0zz6SfW2s3AYhNmxaKvn0rmck4Z87XQgghtm7dKgBRoYK3AET37oiffza/p+HLh4sqX1cR2y9tF/Xq1RNPP/20EEKIxYsXC0BYWlkK/57+Zv38q5qWffTJR9qx0QVHIpFIJA8XUpkug/Rf01/Yf2YvIuMjNcXhbsw8MNNEaWjzYxsRnxovjl47alKum6gTeyP3is6LOovRW0YX2se2JFl7dq34ev/XIik9SbhPcddkX39uvaj0VSXtXAlWxOe7Pr+rb60QQkzePVlr3/z75trxrvBdBcrx87Gfxee7Pi+yr+nx48fF1KlThRBCLFiwQFOSOnSonW+/fZH7xOOvPJ6jZFVF8LR63KZfmyLJUNK49VaVVEYiKs+oLLr16WauTFsg8FKty8v+XSbOxZ4TDb9rqH0m/df0z1OJNBgM4p+r/wiDwSCy9Fnir7C/REJaQqHk2n5pu6ki/m6OPOXLlzeRb9WqVeJqwlURnRgtLl65KLy9vcWOHTtE48aNRatW1UWvXt0FIPq9309gjeAZUwX/iW5PCEB4+nia3/sdP1OmTDE5z8jIEN9//73YsGHD/f5oJBKJRFJClBVl+pHIgHg/OBd7jvrf1adP3T4sfGZhge1vptzEY5oH7fzbsSN8B6DGD3a2cWbc3+PYPWA3E3ZM4O9Lf5v0C24bzK20W3Sq2oluQd3uSeaQqyHMPzyf8PhwVvVehZNN4X2pUzNTGbVlFNeTr7P67OoC23/02EdM2j1JO9/cdzOdq3Vmyb9LqOZajbrl6xK8I5hp+3Iyuz1W+TF2R+7Wzp+p/gyTOkxiyIYhfNf9O2p51kIIweKTizkefZzp+9WkMV4OXkSOiLxrqLbDUYepV74eVhZWZnVnzpyhWbNmJCUl0bRpU0JCQsza3E6/zaurX2XtubXq1tn1uSqbAwfVSBN16hTsN19aNBvZjENfH4LBcPSTo8z4YAY7duwgMjLSpN0bb73B519+jqdDTmKi+LR4XGxdHohcQgiik6LZFbGLtv5t2XJ+C/0b9zdpM2TdEDzLedKrZi8azmuIXugBiHk/Bg97D5577jlWr871TL4KVAF00NC7IUHuQSw9tRT2AFvzlmP8+PH079+ftm3bMmfOHNq0aUOjRo24fPkyP//8s5amXiKRSCQPL/n5TOeVdBCYC9QCNgghJmW3+6EwZfnK8Sgo05n6TNL16ZSzLpdnvUEYOBt7lpoeNVEUhbjUOEZuGUmQWxDjHx9PYnoizRY0IyI+gtDhoVRwrFCk64fHh1NzTk3SstS4v1Y6K5LHJRNyNYQ2C9Vsc10DunLw6kHiUuNy+r0bzvbw7TT0bkhUYhTV3KoVOoxWYnoiTpPNlefhzYbzTddvCuzfa1kvVp1Rk2v4Ofsxsd1EPtnxCZEJkZwechoPew8m7JjAq/VepbZXbZxsnJh1cBabwzaz8cLGfMfe8PIGnqz2JBY6NczeltAtWoKT3Gx9dSsrz6xk7j9ztbK2fm3ZGbGTb7p8w/DmwwH1820wrwE3U25yPVkNK+fl4MWldy+RkJaAp4MnlrqcKI/Hjx+nQYMGmjIdnxbPx39/zOFrh6lfvj7e5bwJ3hnM243fpr5tfQZ3Gqz1bdWqFfv27ePGjRt4et6fzJgPgiEzhzD33bnQCcjeFlyrVi3OnTuHXq/X2i1YsICBAweWjpDZNG/XnJCduRY1wXm361ytMxte3sDQIUO11O8A9UbX46knn2LFmRVs6ruJALcA1p9fzwezP+D0rNPYutqSdisNNx834q6p36+kpCQcHEp/T4pEIpFIHhwFKNN3Jh3cD3QQQvRXFOVH4AugLvB0QWVCCPO4qrmv9bAr07fTb+M5zRM7SzucbZ2Z89Qcugd1N2kzbe80xmwdg07RcWrIKd5c9yZ7IvcAsGfAHhYeW8gPR39gXZ91Zn2LQvCOYCbtmsSABgP4/unvAYhKjGJn+E561uzJH2f/4KWVL5n1s7O0IzVLTek8oe0EJrSdcNfIIHGTNwAADEVJREFUG3GpcYzaMoqfj6tJXQY1GkRUUhTrz+eYVw2fGNALPUv/XUr7Ku2xsbDB3d6dxScWY2dlx8gtI4lMiKRN5TaUsy5HcNtgs8Qj+bH+/Hp6LOkBQL3y9fBz9mPd+XUALH1+KS/UesFM/lkHZ/HR9o+4nW6ehrprQFc+6/AZ1dyq4WjtSOdfO7P14lYC3AKws7Qj0D1QU/zzontQd2KSY4hPi6df/X681+I9Rr83mu59u3OOcwzfPNysT0Pvhhx5S02skZqayqlTp2jatCmenp7ExMSQnJyMvX3eKd3LAku2LOHlLi+blDVp0oR//vnHpGzFihX06tWrJEUzQwjBlAVT+HDQhwD4funLqJajSM1MpVWlVjT1bcqwTcP46dhPaocQINd67cufv2TUa6PMxk1NTaV///5MnDiRJCWJxkGN2bBhAzdu3DBJUy6RSCSSRxNFUTKAk7mK5gshzFLpKoqyAnACvhZCbFQU5SXADmgIbC6oTAiRr8vCQ69MAygTTRW3Bt4NCHIPIkOfQf3y9Zm4c6JZn1frvcpvJ3/TXjGPazOOz574rETk1Rv0VJ1ZlciEyLu2aeTTiPdbvY+NhQ1PV39as/K+sPwFVpxeAaiJQVLHp6JTdMSlxjFp1yRmHJjBwIYD+eFowSG+tryyhc7VOhdZfiEEXx/4mvZV2tPAuwEA52+ep7xDeZxtnQvsn5yRzGtrXiMmWX2tP6XjFALdA7X6g1cO0uKHFiZ9/Jz9WPbCMtzs3KjmWo1Pd33KhB0T6BLQhc2hm03a9qnTB4MwqK4A2czsMpO+9fry4vIX2XZpG98+9S2Dm+ZYpIUQJiHV9Hq9yXlZ4/yF81QPqm5SVqdOHQYPHkx8fDzjx6tZNSMjI6lUqVJpiGjGoEGD8PLyYtIk8zdmeoOemQdnMurPUWAAwsDRxxHvk94cWnkIZ4eCnyuJRCKR/LcoTGi87KSDk4BwYKYQ4riiKJ2BRkBgYcqEEJPzvcajoEyP3zaez/d8Tk2PmpyJPaOVu9q6civtFgAznpzB35f+Zt35dThYOfB3P9WXuf3P7RnbeiwfPf5RicZhDo0LZdWZVfSt25dnlz7LP1H/EDoslHY/t+PK7SsmbXMrfuWnl8ffxZ+QqyGMaD6CGV1maO1ikmPwmm6ezjk3rzd4nTcavUHLSi3v/03dR3aE76Chd0OWnVrGrJBZ/PHSH1RxrWLWTgiB13QvYlNi6d+gf451E2jm24ypHadSx6uOlkEwJTOF2JRYLWtdbnJ//vfze/EgiI2N1dxQnn/+eVasWIG7u7uWKt0YK7us30debA7dzIjNI/i6y9d0CTB3D5JIJBKJBApWphVFcQP+BHoBo4AlQogDiqI8B9QAyhemTAjxeb5yPArKtJGUzBSe+OUJIhMi+fHpH+lcrTPXk68TER9B84rNuZF8g1M3TtGmcps8N6+VBW6m3CQ6KRorCyuqz1Ytj3W86rBngOqW4jLFhSkdp/C43+M09mlsdh97I/cyafck9AY9zXybEdwumA+3fsj0/dPZ0W8Hbf3blvg9PWgiEyLZd3kfL9V5icT0RJ7+/Wl2hO9gxQsr6FWr8C4OD5MynZmZibW1NQBz5szhnXfeAXLkvnXrFrdv38bPz6/UZJRIJBKJ5EFSgM+0SdJBRVFeA7yEENMVRZkInAMsC1MmhPgtXzkeJWX6UUNv0PPL8V94fe3r2FraYm9lT1xqHGt6r+GZGs8UepxMfSZbwrbQLbDbQ5kFsThkGbJMNiUWhrCwMAYPHkzXrl0ZOXLkA5Ls/mH8LA8fPsyrr77Kxx9/zEsvmfvkSyQSiUTyKFKAMj0Y+Bw4nl20ENU6vQ3oCrRADZe6u6AyIURCvnJIZbrss/rMahYeW0gFxwpUd6/O4KaDsbW0LW2xJKVMSEgIixYt4quvvsLKqmy+aZFIJBKJ5EFR1HTiiqK4osbB2iWEiC5KWb7jSmVaIpFIJBKJRPKwUVRl+kFRdsMVSCQSiUQikUgkZRypTEskEolEIpFIJMVEKtMSiUQikUgkEkkxkcq0RCKRSCQSiURSTKQyLZFIJBKJRCKRFBOpTEskEolEIpFIJMVEKtMSiUQikUgkEkkxkcq0RCKRSCQSiURSTKQyLZFIJBKJRCKRFBOpTEskEolEIpFIJMVEKtMSiUQikUgkEkkxkcq0RCKRSCQSiURSTKQyLZFIJBKJRCKRFBNFCHH/BlMUA5B63wYsPJZAVilc92FGzlnRkXNWdOScFR05Z0VHzlnRkXNWdOScFZ0HPWd2QohSNwzfV2W6tFAU5R8hRJPSluNhQs5Z0ZFzVnTknBUdOWdFR85Z0ZFzVnTknBWd/8qclbo2L5FIJBKJRCKRPKxIZVoikUgkEolEIikmj4oyPb+0BXgIkXNWdOScFR05Z0VHzlnRkXNWdOScFR05Z0XnPzFnj4TPtEQikUgkEolEUho8KpZpiUQikUgkEomkxJHKtERyjyiK4qMoSkdFURxLWxaJRCKRSCQlS5lXphVFcVYUZZOiKH8qirJaURRrRVF+UBRlv6IoH+VqV15RlN139K2pKMofJS916VHc+VIUpbKiKDsURflbUZT5iqIopXMHpcM9zFsQsBRoDexUFMW6FMQvce7le5ldXkdRlL9KVurS5R6eMV9FUa5kfz93KIriWTp3UPLch+dsnaIoDUpW6tLlHp6zibmesbOKonxYOndQ8tzDnFVVFGWboijHFEX5uHSkLx3uYc4aKYqyVVGUvYqivFc60t9/yrwyDfQFvhJCdAaigZcACyFES6CqoiiBiqK4Aj8DDsZOiqJUA6YBzqUgc2lSrPkC3gIGCyE6AJWAuiUsd2lT3HmrBwwQQkwELgJVSlju0qK480X2Qu0rwKqEZS5tijtnzYHPhBDtsn9iSlzy0uNenrO+QJgQ4lhJC13KFGvOhBATjM8Y8C/wS8mLXmoU9zkbCnwihGgAPPlfWuhS/DmbBQwA2gC9FEV5JP5nlnllWgjxrRDCaMHyBF4BlmWf/4n6geiB3sDtXF0TgV4lJWdZobjzJYQYL4Q4k33qDsSWjMRlg3uYtxVAhKIo3QBXILTEhC5F7uF7Ceof0u0lIWdZ4h7mrAXwhqIoRxRF+byk5C0LFHfOFEVxA74EbimK0r7kJC597vG7iaIoTYErQoirJSBumeAe5uwmUE9RlPKADRBfMhKXPvcwZ25CiMtCjX5xE3AqIZEfKGVemTaiKEpLVGXlMmD8kscB5YUQt4UQCbnbCyFuCCHSS1jMMkNR5ytXv97AKSFEVMlIWrYo5ryVA14EIoD/VHicos6XoijuqH90p5eooGWIYjxjm4B2QFOgpaIo9UpK1rJCMeZsJLAcmAe8pijK0yUmbBmhuP8DgHdRrYf/OYoxZ5tRF7vDgb/5D6YaL8ac7VUUZaiiKC8D/sCJEhP2AfJQKNPZVoZZwOtAEmCXXVWOh+QeSpLizpeiKFWB0cCIBy1jWaS48yaEiBdC9EN1W2j6oOUsKxRzviYDHwohMh+8hGWPYs7ZPiFEohBCDxwFAh+4oGWIYs5ZQ2COECIa1VrW7gGLWaa4h/8BLoCXECLsgQtZxijmnI0F+gshxme37/Sg5SxLFHPO3gLOorrITBGPSHzmMq+IKuqGruWo/4AjgMOorw8A6gPhpSRamaS485Xt27QEeD0fi8Ujyz3M21xFUR7PPnXhP/Ka7x6+l22BKYqi7AAaKIoy6QGLWma4hznboqgRY+yBzqj+rP8J7mHOQoGq2cdNUN8a/Se4x/+ZzwAbH6iAZZB7mLMqQCVFUWyBRvyH3kwWd86yjQLnsk8XP2AxS4wyr0wDA1Ef0vHZ/4AV4FVFUb5CfbW+oRRlK4sUd77GAv9v745RIgaiMAD/uYilx3Ar8TL2NoIsiIWtjZVHEVkQxGrbPYOHGItNYaHCTNhlkv2+eorHz4Q8Jm/IWZKn8Tb36hjFdqQ1t8ckD+Nt5c9Syu6PdUvTlFcp5fzHJadtKeX2t3UL1brH1tnPmH8keT6hPZZMey6vh2F4T3KR5OUItfZiyjvzKsnm4BX2pzWzuyRvSb6yH3N4PXil/Ziyz+6T3CzlVDqZ6R8Qx1PUyySb8TMe/5BXG7nVkVc9mdWTWT2Z1ZNZvVPObJbNNAAA9GAOYx4AANAlzTQAADTSTAMAQCPNNAAANNJMAwBAo2+LICkc5Q7OowAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def get_data(code,startdate):\n",
    "    df=ts.get_k_data(code,start=startdate)\n",
    "    df.index=pd.to_datetime(df.date)\n",
    "    return df.close\n",
    "df=pd.DataFrame()\n",
    "df['sh']=get_data('sh','2011-01-01')\n",
    "codes={'601398':'工商银行','601939':'建设银行','601288':'农业银行','601988':'中国银行'}\n",
    "for code,name in codes.items():\n",
    "    df[name]=get_data(code,'2011-01-01')\n",
    "fig = plt.figure(figsize=(12,6))  \n",
    "ax1 = fig.add_subplot(111)  \n",
    "ax1.plot(df['工商银行'],color='r',label='工商银行')\n",
    "ax1.plot(df['建设银行'],color='b',label='建设银行')\n",
    "ax1.plot(df['农业银行'],color='g',label='农业银行')\n",
    "ax1.plot(df['中国银行'],color='y',label='中国银行')\n",
    "ax1.legend(loc=2)\n",
    "ax2=ax1.twinx()\n",
    "ax2.plot(df['sh'],color='k',label='上证指数')\n",
    "plt.title('四大行'+'vs上证指数近几年走势',fontsize=15)\n",
    "ax2.legend(loc=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "四大行走势还是很相似的，毕竟业务结构和盈利模式差异不明显，其中建行由于盘子小，波动性可能更强些，流通股本只有96亿，而工商银行、农业银行和中国银行分别为2696亿、2940亿和2107亿流通股本。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>上证指数</th>\n",
       "      <th>工商银行</th>\n",
       "      <th>建设银行</th>\n",
       "      <th>农业银行</th>\n",
       "      <th>中国银行</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-01-05</th>\n",
       "      <td>-0.004941</td>\n",
       "      <td>-0.011809</td>\n",
       "      <td>-0.002287</td>\n",
       "      <td>-0.015233</td>\n",
       "      <td>-0.009350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-06</th>\n",
       "      <td>-0.005082</td>\n",
       "      <td>-0.007225</td>\n",
       "      <td>-0.015162</td>\n",
       "      <td>-0.007418</td>\n",
       "      <td>-0.002822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-07</th>\n",
       "      <td>0.005156</td>\n",
       "      <td>0.033164</td>\n",
       "      <td>0.032350</td>\n",
       "      <td>0.014781</td>\n",
       "      <td>0.015424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-10</th>\n",
       "      <td>-0.016691</td>\n",
       "      <td>-0.014130</td>\n",
       "      <td>0.008325</td>\n",
       "      <td>-0.007363</td>\n",
       "      <td>-0.012602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-11</th>\n",
       "      <td>0.004375</td>\n",
       "      <td>0.004614</td>\n",
       "      <td>0.014562</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.006088</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                上证指数      工商银行      建设银行      农业银行      中国银行\n",
       "date                                                        \n",
       "2011-01-05 -0.004941 -0.011809 -0.002287 -0.015233 -0.009350\n",
       "2011-01-06 -0.005082 -0.007225 -0.015162 -0.007418 -0.002822\n",
       "2011-01-07  0.005156  0.033164  0.032350  0.014781  0.015424\n",
       "2011-01-10 -0.016691 -0.014130  0.008325 -0.007363 -0.012602\n",
       "2011-01-11  0.004375  0.004614  0.014562  0.000000  0.006088"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_data(code,startdate):\n",
    "    df=ts.get_k_data(code,start=startdate)\n",
    "    df.index=pd.to_datetime(df.date)\n",
    "    return df.close\n",
    "df=pd.DataFrame()\n",
    "df['上证指数']=get_data('sh','2011-01-01')\n",
    "codes={'601398':'工商银行','601939':'建设银行','601288':'农业银行','601988':'中国银行'}\n",
    "for code,name in codes.items():\n",
    "    df[name]=get_data(code,'2010-01-01')\n",
    "def logreturn(data):\n",
    "    logret=pd.DataFrame()\n",
    "    for code in data.columns:\n",
    "        logret[code]=np.log(data[code]/data[code].shift(1))\n",
    "        logret.index=data.index\n",
    "    return logret[1:]\n",
    "df=pd.DataFrame()\n",
    "df['上证指数']=get_data('sh','2011-01-01')\n",
    "codes={'601398':'工商银行','601939':'建设银行','601288':'农业银行','601988':'中国银行'}\n",
    "for code,name in codes.items():\n",
    "    df[name]=get_data(code,'2010-01-01')\n",
    "logret=logreturn(df)\n",
    "logret.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "logret.cumsum().plot(figsize=(12,6))\n",
    "plt.title('四大行最近八年累积收益率情况',fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sum_return(r_sum):\n",
    "    maxv=(r_sum.max()*100).round(2)\n",
    "    minv=(r_sum.min()*100).round(2)\n",
    "    meanv=(r_sum.mean()*100).round(2)\n",
    "    stdv=(r_sum.std()*100).round(2)\n",
    "    for i in range(len(r_sum.columns)):\n",
    "        print(f'{r_sum.columns[i]}最高收益率为{maxv[i]}%,最低收益率{minv[i]}%,平均收益率{meanv[i]}%,标准差{stdv[i]}%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "上证指数最高收益率为59.39%,最低收益率-38.04%,平均收益率-4.58%,标准差20.39%\n",
      "工商银行最高收益率为99.33%,最低收益率-9.67%,平均收益率28.28%,标准差26.29%\n",
      "建设银行最高收益率为113.61%,最低收益率-8.31%,平均收益率34.38%,标准差30.9%\n",
      "农业银行最高收益率为91.72%,最低收益率-6.49%,平均收益率29.85%,标准差27.24%\n",
      "中国银行最高收益率为79.53%,最低收益率-15.33%,平均收益率21.47%,标准差26.17%\n"
     ]
    }
   ],
   "source": [
    "r_sum=logret.cumsum()\n",
    "sum_return(r_sum)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "假设从2011年1月1日（若无交易日顺延）开始买入四大行，持有到今天。区间最高收益率：建行为113.61%，工行为99.33%，农行91.72%，中行为79.53%，而上证指数为59.39%；最低收益率：建行为-8.31%，工行为-9..67%，农行-6.49%，中行为-15.33%，而上证指数为-38.04%.从标准差来看，建行波动最大。可以使用夏普率来比较，此处不展开分析。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>简称</th>\n",
       "      <th>流通股</th>\n",
       "      <th>市盈率</th>\n",
       "      <th>市净率</th>\n",
       "      <th>每股收益</th>\n",
       "      <th>每股公积</th>\n",
       "      <th>收入同比</th>\n",
       "      <th>利润同比</th>\n",
       "      <th>毛利率</th>\n",
       "      <th>净利率</th>\n",
       "      <th>收盘价</th>\n",
       "      <th>总市值</th>\n",
       "      <th>流通市值</th>\n",
       "      <th>成交量</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>300028</th>\n",
       "      <td>金亚科技</td>\n",
       "      <td>3.44</td>\n",
       "      <td>5.52</td>\n",
       "      <td>1.26</td>\n",
       "      <td>0.105</td>\n",
       "      <td>1.06</td>\n",
       "      <td>-15.19</td>\n",
       "      <td>219.64</td>\n",
       "      <td>-10.68</td>\n",
       "      <td>287.64</td>\n",
       "      <td>0.77</td>\n",
       "      <td>2.648646</td>\n",
       "      <td>2.648608</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000995</th>\n",
       "      <td>*ST皇台</td>\n",
       "      <td>1.77</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-4.16</td>\n",
       "      <td>-0.236</td>\n",
       "      <td>1.73</td>\n",
       "      <td>-76.61</td>\n",
       "      <td>37.82</td>\n",
       "      <td>-49.40</td>\n",
       "      <td>-440.96</td>\n",
       "      <td>4.33</td>\n",
       "      <td>7.681766</td>\n",
       "      <td>7.681656</td>\n",
       "      <td>4762173.0</td>\n",
       "      <td>2.68434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002260</th>\n",
       "      <td>*ST德奥</td>\n",
       "      <td>2.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-3.83</td>\n",
       "      <td>-0.241</td>\n",
       "      <td>0.02</td>\n",
       "      <td>-5.85</td>\n",
       "      <td>-54.04</td>\n",
       "      <td>18.22</td>\n",
       "      <td>-11.80</td>\n",
       "      <td>3.23</td>\n",
       "      <td>8.565960</td>\n",
       "      <td>8.565960</td>\n",
       "      <td>12695211.0</td>\n",
       "      <td>4.78703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002323</th>\n",
       "      <td>*ST百特</td>\n",
       "      <td>3.16</td>\n",
       "      <td>218.46</td>\n",
       "      <td>2.11</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.12</td>\n",
       "      <td>-68.23</td>\n",
       "      <td>-98.14</td>\n",
       "      <td>23.81</td>\n",
       "      <td>1.09</td>\n",
       "      <td>1.31</td>\n",
       "      <td>9.769058</td>\n",
       "      <td>4.139926</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002604</th>\n",
       "      <td>*ST龙力</td>\n",
       "      <td>5.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-1.82</td>\n",
       "      <td>-0.423</td>\n",
       "      <td>3.21</td>\n",
       "      <td>-37.50</td>\n",
       "      <td>-317.98</td>\n",
       "      <td>20.69</td>\n",
       "      <td>-37.52</td>\n",
       "      <td>1.87</td>\n",
       "      <td>11.211798</td>\n",
       "      <td>9.501010</td>\n",
       "      <td>15256163.0</td>\n",
       "      <td>3.00274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002188</th>\n",
       "      <td>*ST巴士</td>\n",
       "      <td>2.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-1.83</td>\n",
       "      <td>-2.168</td>\n",
       "      <td>5.45</td>\n",
       "      <td>-75.58</td>\n",
       "      <td>68.48</td>\n",
       "      <td>-52.90</td>\n",
       "      <td>-444.36</td>\n",
       "      <td>3.91</td>\n",
       "      <td>11.559036</td>\n",
       "      <td>8.621794</td>\n",
       "      <td>5139700.0</td>\n",
       "      <td>2.33086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300029</th>\n",
       "      <td>天龙光电</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.03</td>\n",
       "      <td>-0.150</td>\n",
       "      <td>4.17</td>\n",
       "      <td>-93.03</td>\n",
       "      <td>-119.79</td>\n",
       "      <td>10.49</td>\n",
       "      <td>-337.45</td>\n",
       "      <td>5.79</td>\n",
       "      <td>11.580000</td>\n",
       "      <td>11.580000</td>\n",
       "      <td>6511771.0</td>\n",
       "      <td>3.25589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600462</th>\n",
       "      <td>ST九有</td>\n",
       "      <td>5.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.25</td>\n",
       "      <td>-0.023</td>\n",
       "      <td>1.20</td>\n",
       "      <td>318.99</td>\n",
       "      <td>-328.25</td>\n",
       "      <td>2.73</td>\n",
       "      <td>-0.56</td>\n",
       "      <td>2.30</td>\n",
       "      <td>12.276940</td>\n",
       "      <td>12.276940</td>\n",
       "      <td>29799086.0</td>\n",
       "      <td>5.58265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600462</th>\n",
       "      <td>ST九有</td>\n",
       "      <td>5.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.25</td>\n",
       "      <td>-0.023</td>\n",
       "      <td>1.20</td>\n",
       "      <td>318.99</td>\n",
       "      <td>-328.25</td>\n",
       "      <td>2.73</td>\n",
       "      <td>-0.56</td>\n",
       "      <td>2.30</td>\n",
       "      <td>12.276940</td>\n",
       "      <td>12.276940</td>\n",
       "      <td>29799086.0</td>\n",
       "      <td>5.58265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000953</th>\n",
       "      <td>*ST河化</td>\n",
       "      <td>2.94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-5.03</td>\n",
       "      <td>-0.931</td>\n",
       "      <td>0.42</td>\n",
       "      <td>4.63</td>\n",
       "      <td>-1029.30</td>\n",
       "      <td>-15.46</td>\n",
       "      <td>-118.47</td>\n",
       "      <td>4.27</td>\n",
       "      <td>12.556338</td>\n",
       "      <td>12.556338</td>\n",
       "      <td>9728400.0</td>\n",
       "      <td>3.30831</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           简称   流通股     市盈率    市净率   每股收益  每股公积    收入同比     利润同比    毛利率  \\\n",
       "code                                                                      \n",
       "300028   金亚科技  3.44    5.52   1.26  0.105  1.06  -15.19   219.64 -10.68   \n",
       "000995  *ST皇台  1.77    0.00  -4.16 -0.236  1.73  -76.61    37.82 -49.40   \n",
       "002260  *ST德奥  2.65    0.00  -3.83 -0.241  0.02   -5.85   -54.04  18.22   \n",
       "002323  *ST百特  3.16  218.46   2.11  0.004  0.12  -68.23   -98.14  23.81   \n",
       "002604  *ST龙力  5.08    0.00  -1.82 -0.423  3.21  -37.50  -317.98  20.69   \n",
       "002188  *ST巴士  2.21    0.00  -1.83 -2.168  5.45  -75.58    68.48 -52.90   \n",
       "300029   天龙光电  2.00    0.00  11.03 -0.150  4.17  -93.03  -119.79  10.49   \n",
       "600462   ST九有  5.34    0.00   4.25 -0.023  1.20  318.99  -328.25   2.73   \n",
       "600462   ST九有  5.34    0.00   4.25 -0.023  1.20  318.99  -328.25   2.73   \n",
       "000953  *ST河化  2.94    0.00  -5.03 -0.931  0.42    4.63 -1029.30 -15.46   \n",
       "\n",
       "           净利率   收盘价        总市值       流通市值         成交量      换手率  \n",
       "code                                                             \n",
       "300028  287.64  0.77   2.648646   2.648608         0.0  0.00000  \n",
       "000995 -440.96  4.33   7.681766   7.681656   4762173.0  2.68434  \n",
       "002260  -11.80  3.23   8.565960   8.565960  12695211.0  4.78703  \n",
       "002323    1.09  1.31   9.769058   4.139926         0.0  0.00000  \n",
       "002604  -37.52  1.87  11.211798   9.501010  15256163.0  3.00274  \n",
       "002188 -444.36  3.91  11.559036   8.621794   5139700.0  2.33086  \n",
       "300029 -337.45  5.79  11.580000  11.580000   6511771.0  3.25589  \n",
       "600462   -0.56  2.30  12.276940  12.276940  29799086.0  5.58265  \n",
       "600462   -0.56  2.30  12.276940  12.276940  29799086.0  5.58265  \n",
       "000953 -118.47  4.27  12.556338  12.556338   9728400.0  3.30831  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#总市值最小的十只股票\n",
    "data.sort_values('总市值',ascending=True)[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "上证指数最高收益率为59.39%,最低收益率-38.04%,平均收益率-4.58%,标准差20.39%\n",
      "金亚科技最高收益率为156.95%,最低收益率-256.7%,平均收益率-19.74%,标准差57.1%\n",
      "*ST百特最高收益率为94.0%,最低收益率-191.41%,平均收益率-10.21%,标准差37.39%\n",
      "*ST德奥最高收益率为236.79%,最低收益率-84.87%,平均收益率45.59%,标准差80.5%\n",
      "天龙光电最高收益率为17.17%,最低收益率-187.58%,平均收益率-100.79%,标准差43.49%\n"
     ]
    }
   ],
   "source": [
    "df=pd.DataFrame()\n",
    "df['上证指数']=get_data('sh','2011-01-01')\n",
    "codes={'300028':'金亚科技','002323':'*ST百特','002260':'*ST德奥','300029':'天龙光电'}\n",
    "for code,name in codes.items():\n",
    "    df[name]=get_data(code,'2010-01-01')\n",
    "logret=logreturn(df)\n",
    "r_sum=logret.cumsum()\n",
    "sum_return(r_sum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "r_sum.plot(figsize=(12,6))\n",
    "plt.title('市值最小的四只股票vs上证指数累积收益率',fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上证指数最高收益率为59.39%,最低收益率-38.04%,平均收益率-4.58%,标准差20.39%;  \n",
    "金亚科技最高收益率为156.95%,最低收益率-256.7%,平均收益率-19.74%,标准差57.1%;  \n",
    "\\*ST百特最高收益率为94.0%,最低收益率-191.41%,平均收益率-10.21%,标准差37.39%;  \n",
    "\\*ST德奥最高收益率为236.79%,最低收益率-84.87%,平均收益率45.59%,标准差80.5%;  \n",
    "天龙光电最高收益率为17.17%,最低收益率-187.58%,平均收益率-100.79%,标准差43.49%。  \n",
    "\n",
    "不难发现，从区间累积收益率来看，除了天龙光电外，其余三只小市值股票最高收益率均高过上证指数，其中金亚科技和*ST德奥也高于四大行；但是，这三只股票的的区间累积收益率和标准差都明显大于四大行和上证指数。特别是把时间拉长来看，投资这只极小盘股很容易出现过山车，有种“辛辛苦苦奋斗十年，一夜之间回到解放前”的感觉。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 选择股票组合\n",
    "选股就是不断剔除股票，留下自己“中意”股票的过程。针对上述基本面和交易数据设置参数和过滤值，剔除掉大部分股票。注意，由于这里用到的基本面数据仅仅是2018年三季度的，企业的经营是动态演进的，市场交易频率更高，因而对股票的筛选也应该是一个动态的过程，这里只是给出一个静态的思路，以供参考，所选股票也不构成投资建议，切记！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>简称</th>\n",
       "      <th>流通股</th>\n",
       "      <th>市盈率</th>\n",
       "      <th>市净率</th>\n",
       "      <th>每股收益</th>\n",
       "      <th>每股公积</th>\n",
       "      <th>收入同比</th>\n",
       "      <th>利润同比</th>\n",
       "      <th>毛利率</th>\n",
       "      <th>净利率</th>\n",
       "      <th>收盘价</th>\n",
       "      <th>总市值</th>\n",
       "      <th>流通市值</th>\n",
       "      <th>成交量</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>002110</th>\n",
       "      <td>三钢闽光</td>\n",
       "      <td>9.91</td>\n",
       "      <td>3.80</td>\n",
       "      <td>1.43</td>\n",
       "      <td>3.169</td>\n",
       "      <td>3.59</td>\n",
       "      <td>20.25</td>\n",
       "      <td>59.62</td>\n",
       "      <td>27.76</td>\n",
       "      <td>19.31</td>\n",
       "      <td>16.04</td>\n",
       "      <td>262.155219</td>\n",
       "      <td>158.896579</td>\n",
       "      <td>25420137.0</td>\n",
       "      <td>2.56607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002159</th>\n",
       "      <td>三特索道</td>\n",
       "      <td>1.39</td>\n",
       "      <td>14.21</td>\n",
       "      <td>3.06</td>\n",
       "      <td>1.146</td>\n",
       "      <td>3.31</td>\n",
       "      <td>27.87</td>\n",
       "      <td>1032.43</td>\n",
       "      <td>56.14</td>\n",
       "      <td>31.54</td>\n",
       "      <td>21.70</td>\n",
       "      <td>30.090667</td>\n",
       "      <td>30.065200</td>\n",
       "      <td>3471804.0</td>\n",
       "      <td>2.50583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002233</th>\n",
       "      <td>塔牌集团</td>\n",
       "      <td>11.62</td>\n",
       "      <td>8.28</td>\n",
       "      <td>1.59</td>\n",
       "      <td>1.445</td>\n",
       "      <td>3.13</td>\n",
       "      <td>45.27</td>\n",
       "      <td>139.00</td>\n",
       "      <td>40.35</td>\n",
       "      <td>25.99</td>\n",
       "      <td>11.96</td>\n",
       "      <td>142.596092</td>\n",
       "      <td>138.981145</td>\n",
       "      <td>26226139.0</td>\n",
       "      <td>2.25689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002867</th>\n",
       "      <td>周大生</td>\n",
       "      <td>1.63</td>\n",
       "      <td>19.06</td>\n",
       "      <td>4.05</td>\n",
       "      <td>1.230</td>\n",
       "      <td>3.71</td>\n",
       "      <td>30.57</td>\n",
       "      <td>42.99</td>\n",
       "      <td>34.45</td>\n",
       "      <td>16.79</td>\n",
       "      <td>31.02</td>\n",
       "      <td>151.161391</td>\n",
       "      <td>50.586314</td>\n",
       "      <td>4085139.0</td>\n",
       "      <td>2.50505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600211</th>\n",
       "      <td>西藏药业</td>\n",
       "      <td>1.46</td>\n",
       "      <td>19.92</td>\n",
       "      <td>2.69</td>\n",
       "      <td>1.287</td>\n",
       "      <td>7.84</td>\n",
       "      <td>15.34</td>\n",
       "      <td>71.51</td>\n",
       "      <td>79.42</td>\n",
       "      <td>31.18</td>\n",
       "      <td>34.18</td>\n",
       "      <td>61.393844</td>\n",
       "      <td>49.762320</td>\n",
       "      <td>4393437.0</td>\n",
       "      <td>3.01770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600740</th>\n",
       "      <td>山西焦化</td>\n",
       "      <td>6.57</td>\n",
       "      <td>8.15</td>\n",
       "      <td>1.38</td>\n",
       "      <td>1.060</td>\n",
       "      <td>5.09</td>\n",
       "      <td>20.98</td>\n",
       "      <td>2376.51</td>\n",
       "      <td>10.54</td>\n",
       "      <td>24.74</td>\n",
       "      <td>9.23</td>\n",
       "      <td>139.931232</td>\n",
       "      <td>60.625664</td>\n",
       "      <td>27661902.0</td>\n",
       "      <td>4.21141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603035</th>\n",
       "      <td>常熟汽饰</td>\n",
       "      <td>1.72</td>\n",
       "      <td>9.11</td>\n",
       "      <td>1.53</td>\n",
       "      <td>1.114</td>\n",
       "      <td>4.06</td>\n",
       "      <td>16.22</td>\n",
       "      <td>89.96</td>\n",
       "      <td>22.25</td>\n",
       "      <td>30.01</td>\n",
       "      <td>13.54</td>\n",
       "      <td>37.912000</td>\n",
       "      <td>23.317834</td>\n",
       "      <td>3832255.0</td>\n",
       "      <td>2.22528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603086</th>\n",
       "      <td>先达股份</td>\n",
       "      <td>0.73</td>\n",
       "      <td>13.49</td>\n",
       "      <td>2.51</td>\n",
       "      <td>1.601</td>\n",
       "      <td>3.97</td>\n",
       "      <td>34.24</td>\n",
       "      <td>128.91</td>\n",
       "      <td>35.03</td>\n",
       "      <td>15.63</td>\n",
       "      <td>28.80</td>\n",
       "      <td>32.256000</td>\n",
       "      <td>20.883958</td>\n",
       "      <td>2139887.0</td>\n",
       "      <td>2.95101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603260</th>\n",
       "      <td>合盛硅业</td>\n",
       "      <td>2.61</td>\n",
       "      <td>12.30</td>\n",
       "      <td>5.00</td>\n",
       "      <td>3.353</td>\n",
       "      <td>3.39</td>\n",
       "      <td>71.51</td>\n",
       "      <td>132.50</td>\n",
       "      <td>42.15</td>\n",
       "      <td>26.61</td>\n",
       "      <td>55.01</td>\n",
       "      <td>368.567000</td>\n",
       "      <td>143.489077</td>\n",
       "      <td>2392959.0</td>\n",
       "      <td>0.91740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603639</th>\n",
       "      <td>海利尔</td>\n",
       "      <td>0.54</td>\n",
       "      <td>12.06</td>\n",
       "      <td>2.68</td>\n",
       "      <td>2.330</td>\n",
       "      <td>4.21</td>\n",
       "      <td>43.61</td>\n",
       "      <td>66.28</td>\n",
       "      <td>39.68</td>\n",
       "      <td>19.20</td>\n",
       "      <td>30.11</td>\n",
       "      <td>51.006298</td>\n",
       "      <td>16.351068</td>\n",
       "      <td>1761251.0</td>\n",
       "      <td>3.24329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603799</th>\n",
       "      <td>华友钴业</td>\n",
       "      <td>8.20</td>\n",
       "      <td>12.68</td>\n",
       "      <td>4.02</td>\n",
       "      <td>2.304</td>\n",
       "      <td>3.42</td>\n",
       "      <td>63.91</td>\n",
       "      <td>74.14</td>\n",
       "      <td>34.45</td>\n",
       "      <td>18.98</td>\n",
       "      <td>38.94</td>\n",
       "      <td>323.103593</td>\n",
       "      <td>319.261736</td>\n",
       "      <td>52300445.0</td>\n",
       "      <td>6.37903</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          简称    流通股    市盈率   市净率   每股收益  每股公积   收入同比     利润同比    毛利率    净利率  \\\n",
       "code                                                                          \n",
       "002110  三钢闽光   9.91   3.80  1.43  3.169  3.59  20.25    59.62  27.76  19.31   \n",
       "002159  三特索道   1.39  14.21  3.06  1.146  3.31  27.87  1032.43  56.14  31.54   \n",
       "002233  塔牌集团  11.62   8.28  1.59  1.445  3.13  45.27   139.00  40.35  25.99   \n",
       "002867   周大生   1.63  19.06  4.05  1.230  3.71  30.57    42.99  34.45  16.79   \n",
       "600211  西藏药业   1.46  19.92  2.69  1.287  7.84  15.34    71.51  79.42  31.18   \n",
       "600740  山西焦化   6.57   8.15  1.38  1.060  5.09  20.98  2376.51  10.54  24.74   \n",
       "603035  常熟汽饰   1.72   9.11  1.53  1.114  4.06  16.22    89.96  22.25  30.01   \n",
       "603086  先达股份   0.73  13.49  2.51  1.601  3.97  34.24   128.91  35.03  15.63   \n",
       "603260  合盛硅业   2.61  12.30  5.00  3.353  3.39  71.51   132.50  42.15  26.61   \n",
       "603639   海利尔   0.54  12.06  2.68  2.330  4.21  43.61    66.28  39.68  19.20   \n",
       "603799  华友钴业   8.20  12.68  4.02  2.304  3.42  63.91    74.14  34.45  18.98   \n",
       "\n",
       "          收盘价         总市值        流通市值         成交量      换手率  \n",
       "code                                                        \n",
       "002110  16.04  262.155219  158.896579  25420137.0  2.56607  \n",
       "002159  21.70   30.090667   30.065200   3471804.0  2.50583  \n",
       "002233  11.96  142.596092  138.981145  26226139.0  2.25689  \n",
       "002867  31.02  151.161391   50.586314   4085139.0  2.50505  \n",
       "600211  34.18   61.393844   49.762320   4393437.0  3.01770  \n",
       "600740   9.23  139.931232   60.625664  27661902.0  4.21141  \n",
       "603035  13.54   37.912000   23.317834   3832255.0  2.22528  \n",
       "603086  28.80   32.256000   20.883958   2139887.0  2.95101  \n",
       "603260  55.01  368.567000  143.489077   2392959.0  0.91740  \n",
       "603639  30.11   51.006298   16.351068   1761251.0  3.24329  \n",
       "603799  38.94  323.103593  319.261736  52300445.0  6.37903  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#设置参数和过滤值(根据需要不断调整)\n",
    "#市盈率>0\n",
    "pe0=data['市盈率']>0\n",
    "pe1=data['市盈率']<20\n",
    "#市净率>0\n",
    "pb0=data['市净率']>0\n",
    "pb1=data['市净率']<2\n",
    "#每股公积金>=1\n",
    "res = data['每股公积'] >= 3\n",
    "#流通股本<=20亿 \n",
    "out = data['流通股'] <= 20\n",
    "#每股收益>=1元 \n",
    "eps = data['每股收益'] >= 1 \n",
    "#总市值<500亿 \n",
    "mktcap = data['总市值'] <= 500 \n",
    "#收入同比正数\n",
    "rev=data['收入同比']>15\n",
    "#利润同比\n",
    "profit=data['利润同比']>15\n",
    "#净利率>5%\n",
    "npr=data['净利率']>15\n",
    "#取并集结果:\n",
    "\n",
    "select = res & out & eps & mktcap & rev & pe0 &pe1 & pb0  & profit & npr\n",
    "port= data[select] \n",
    "port"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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